Problem 1¶

  • by Nakul Havaldar
In [33]:
import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt
import tarfile
import os
import pickle
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense
from tensorflow.keras.initializers import he_normal
from tensorflow.keras.initializers import he_normal
from tensorflow.keras.optimizers import Adam
import librosa
import librosa.display
import matplotlib.pyplot as plt
import numpy as np
from keras.models import Sequential
from keras.layers import Dense, BatchNormalization
from keras.initializers import he_normal
In [34]:
s, sr=librosa.load('train_clean_male.wav', sr=None)
S=librosa.stft(s, n_fft=1024, hop_length=512)
sn, sr=librosa.load("train_dirty_male.wav", sr=None)
X=librosa.stft(sn, n_fft=1024, hop_length=512)
In [35]:
plt.figure(figsize=(12, 8))
librosa.display.specshow(librosa.amplitude_to_db(abs(S), ref=np.max), sr=sr, hop_length=512, x_axis='time', y_axis='log')
plt.colorbar(format='%+2.0f dB')
plt.title('Clean Audio Spectrogram')
plt.show()

# Visualize the magnitude spectrogram for the noisy audio signal X
plt.figure(figsize=(12, 8))
librosa.display.specshow(librosa.amplitude_to_db(abs(X), ref=np.max), sr=sr, hop_length=512, x_axis='time', y_axis='log')
plt.colorbar(format='%+2.0f dB')
plt.title('Noisy Audio Spectrogram')
plt.show()
In [36]:
mod_S = np.abs(S)
mod_X = np.abs(X)
In [37]:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, BatchNormalization

# Define the neural network model with ReLU activation in all layers
model_one = Sequential([
    Dense(512, input_shape=(513,), activation='relu', kernel_initializer=he_normal()),
    Dense(256, activation='relu', kernel_initializer=he_normal()),
    BatchNormalization(),
    Dense(128, activation='relu', kernel_initializer=he_normal()),
    BatchNormalization(),
    Dense(513, activation='relu', kernel_initializer=he_normal())
])

# Compile the model
model_one.compile(optimizer='adam', loss='mean_squared_error', metrics=['accuracy'])

# Print the model summary
model_one.summary()

Model: "sequential_2"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_4 (Dense)             (None, 512)               263168    
                                                                 
 dense_5 (Dense)             (None, 256)               131328    
                                                                 
 batch_normalization (Batch  (None, 256)               1024      
 Normalization)                                                  
                                                                 
 dense_6 (Dense)             (None, 128)               32896     
                                                                 
 batch_normalization_1 (Bat  (None, 128)               512       
 chNormalization)                                                
                                                                 
 dense_7 (Dense)             (None, 513)               66177     
                                                                 
=================================================================
Total params: 495105 (1.89 MB)
Trainable params: 494337 (1.89 MB)
Non-trainable params: 768 (3.00 KB)
_________________________________________________________________
In [38]:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, BatchNormalization

# Define the neural network model with tanh activation in all layers
model_two = Sequential([
    Dense(512, input_shape=(513,), activation='tanh', kernel_initializer=he_normal()),
    Dense(256, activation='tanh', kernel_initializer=he_normal()),
    BatchNormalization(),
    Dense(128, activation='tanh', kernel_initializer=he_normal()),
    BatchNormalization(),
    Dense(513, activation='tanh', kernel_initializer=he_normal())
])

# Compile the model
model_two.compile(optimizer='adam', loss='mean_squared_error', metrics=['accuracy'])

# Print the model summary
model_two.summary()

Model: "sequential_3"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_8 (Dense)             (None, 512)               263168    
                                                                 
 dense_9 (Dense)             (None, 256)               131328    
                                                                 
 batch_normalization_2 (Bat  (None, 256)               1024      
 chNormalization)                                                
                                                                 
 dense_10 (Dense)            (None, 128)               32896     
                                                                 
 batch_normalization_3 (Bat  (None, 128)               512       
 chNormalization)                                                
                                                                 
 dense_11 (Dense)            (None, 513)               66177     
                                                                 
=================================================================
Total params: 495105 (1.89 MB)
Trainable params: 494337 (1.89 MB)
Non-trainable params: 768 (3.00 KB)
_________________________________________________________________
In [40]:
history_one = model_one.fit(mod_X.T, mod_S.T, epochs=300, batch_size=64)

Epoch 1/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0113 - accuracy: 0.3855
Epoch 2/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0107 - accuracy: 0.3815
Epoch 3/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0101 - accuracy: 0.3920
Epoch 4/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0101 - accuracy: 0.3957
Epoch 5/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0102 - accuracy: 0.4006
Epoch 6/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0095 - accuracy: 0.4046
Epoch 7/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0095 - accuracy: 0.4046
Epoch 8/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0096 - accuracy: 0.3949
Epoch 9/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0104 - accuracy: 0.4006
Epoch 10/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0103 - accuracy: 0.3961
Epoch 11/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0090 - accuracy: 0.3985
Epoch 12/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0089 - accuracy: 0.4075
Epoch 13/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0104 - accuracy: 0.4124
Epoch 14/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0088 - accuracy: 0.4152
Epoch 15/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0084 - accuracy: 0.4059
Epoch 16/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0093 - accuracy: 0.4087
Epoch 17/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0094 - accuracy: 0.4075
Epoch 18/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0089 - accuracy: 0.4181
Epoch 19/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0088 - accuracy: 0.4115
Epoch 20/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0087 - accuracy: 0.4128
Epoch 21/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0085 - accuracy: 0.4083
Epoch 22/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0086 - accuracy: 0.4083
Epoch 23/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0082 - accuracy: 0.4128
Epoch 24/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0086 - accuracy: 0.4176
Epoch 25/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0088 - accuracy: 0.4168
Epoch 26/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0084 - accuracy: 0.4164
Epoch 27/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0079 - accuracy: 0.4201
Epoch 28/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0077 - accuracy: 0.4205
Epoch 29/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0080 - accuracy: 0.4144
Epoch 30/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0093 - accuracy: 0.4059
Epoch 31/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0081 - accuracy: 0.4152
Epoch 32/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0079 - accuracy: 0.4221
Epoch 33/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0082 - accuracy: 0.4294
Epoch 34/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0080 - accuracy: 0.4197
Epoch 35/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0077 - accuracy: 0.4246
Epoch 36/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0074 - accuracy: 0.4294
Epoch 37/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0078 - accuracy: 0.4278
Epoch 38/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0101 - accuracy: 0.4164
Epoch 39/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0088 - accuracy: 0.4168
Epoch 40/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0074 - accuracy: 0.4221
Epoch 41/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0072 - accuracy: 0.4262
Epoch 42/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0071 - accuracy: 0.4189
Epoch 43/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0073 - accuracy: 0.4213
Epoch 44/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0069 - accuracy: 0.4290
Epoch 45/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0068 - accuracy: 0.4372
Epoch 46/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0067 - accuracy: 0.4185
Epoch 47/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0070 - accuracy: 0.4339
Epoch 48/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0071 - accuracy: 0.4266
Epoch 49/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0075 - accuracy: 0.4364
Epoch 50/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0074 - accuracy: 0.4331
Epoch 51/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0068 - accuracy: 0.4376
Epoch 52/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0071 - accuracy: 0.4274
Epoch 53/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0068 - accuracy: 0.4298
Epoch 54/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0064 - accuracy: 0.4368
Epoch 55/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0079 - accuracy: 0.4323
Epoch 56/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0076 - accuracy: 0.4262
Epoch 57/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0066 - accuracy: 0.4335
Epoch 58/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0064 - accuracy: 0.4437
Epoch 59/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0066 - accuracy: 0.4420
Epoch 60/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0069 - accuracy: 0.4372
Epoch 61/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0072 - accuracy: 0.4242
Epoch 62/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0064 - accuracy: 0.4315
Epoch 63/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0073 - accuracy: 0.4473
Epoch 64/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0065 - accuracy: 0.4250
Epoch 65/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0065 - accuracy: 0.4343
Epoch 66/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0069 - accuracy: 0.4388
Epoch 67/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0068 - accuracy: 0.4270
Epoch 68/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0066 - accuracy: 0.4335
Epoch 69/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0063 - accuracy: 0.4315
Epoch 70/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0061 - accuracy: 0.4355
Epoch 71/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0063 - accuracy: 0.4343
Epoch 72/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0062 - accuracy: 0.4278
Epoch 73/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0062 - accuracy: 0.4457
Epoch 74/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0057 - accuracy: 0.4380
Epoch 75/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0063 - accuracy: 0.4433
Epoch 76/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0065 - accuracy: 0.4315
Epoch 77/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0058 - accuracy: 0.4294
Epoch 78/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0065 - accuracy: 0.4307
Epoch 79/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0063 - accuracy: 0.4494
Epoch 80/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0057 - accuracy: 0.4384
Epoch 81/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0056 - accuracy: 0.4490
Epoch 82/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0060 - accuracy: 0.4445
Epoch 83/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0063 - accuracy: 0.4433
Epoch 84/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0062 - accuracy: 0.4510
Epoch 85/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0062 - accuracy: 0.4473
Epoch 86/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0063 - accuracy: 0.4465
Epoch 87/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0059 - accuracy: 0.4412
Epoch 88/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0058 - accuracy: 0.4453
Epoch 89/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0060 - accuracy: 0.4254
Epoch 90/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0057 - accuracy: 0.4490
Epoch 91/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0055 - accuracy: 0.4469
Epoch 92/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0057 - accuracy: 0.4526
Epoch 93/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0057 - accuracy: 0.4542
Epoch 94/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0056 - accuracy: 0.4453
Epoch 95/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0060 - accuracy: 0.4530
Epoch 96/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0060 - accuracy: 0.4494
Epoch 97/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0055 - accuracy: 0.4502
Epoch 98/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0061 - accuracy: 0.4473
Epoch 99/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0060 - accuracy: 0.4388
Epoch 100/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0054 - accuracy: 0.4473
Epoch 101/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0055 - accuracy: 0.4416
Epoch 102/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0051 - accuracy: 0.4400
Epoch 103/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0052 - accuracy: 0.4473
Epoch 104/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0052 - accuracy: 0.4490
Epoch 105/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0052 - accuracy: 0.4445
Epoch 106/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.4518
Epoch 107/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0049 - accuracy: 0.4530
Epoch 108/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.4408
Epoch 109/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0049 - accuracy: 0.4575
Epoch 110/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0051 - accuracy: 0.4498
Epoch 111/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.4457
Epoch 112/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0047 - accuracy: 0.4530
Epoch 113/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0049 - accuracy: 0.4595
Epoch 114/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0053 - accuracy: 0.4538
Epoch 115/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0047 - accuracy: 0.4599
Epoch 116/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0052 - accuracy: 0.4380
Epoch 117/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0052 - accuracy: 0.4445
Epoch 118/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0051 - accuracy: 0.4481
Epoch 119/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.4457
Epoch 120/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0047 - accuracy: 0.4526
Epoch 121/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4567
Epoch 122/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4534
Epoch 123/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0046 - accuracy: 0.4433
Epoch 124/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0048 - accuracy: 0.4616
Epoch 125/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0047 - accuracy: 0.4591
Epoch 126/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0048 - accuracy: 0.4429
Epoch 127/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0046 - accuracy: 0.4461
Epoch 128/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0046 - accuracy: 0.4563
Epoch 129/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.4506
Epoch 130/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0055 - accuracy: 0.4510
Epoch 131/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0048 - accuracy: 0.4473
Epoch 132/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4551
Epoch 133/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4559
Epoch 134/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4583
Epoch 135/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0046 - accuracy: 0.4660
Epoch 136/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4559
Epoch 137/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0049 - accuracy: 0.4457
Epoch 138/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4498
Epoch 139/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0042 - accuracy: 0.4494
Epoch 140/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0042 - accuracy: 0.4693
Epoch 141/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0048 - accuracy: 0.4538
Epoch 142/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4681
Epoch 143/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0048 - accuracy: 0.4599
Epoch 144/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0046 - accuracy: 0.4717
Epoch 145/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0041 - accuracy: 0.4721
Epoch 146/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0042 - accuracy: 0.4689
Epoch 147/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0041 - accuracy: 0.4705
Epoch 148/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0045 - accuracy: 0.4591
Epoch 149/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0042 - accuracy: 0.4644
Epoch 150/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4669
Epoch 151/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0040 - accuracy: 0.4656
Epoch 152/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4705
Epoch 153/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0040 - accuracy: 0.4575
Epoch 154/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4819
Epoch 155/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0040 - accuracy: 0.4669
Epoch 156/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4770
Epoch 157/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4563
Epoch 158/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4786
Epoch 159/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4628
Epoch 160/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0044 - accuracy: 0.4624
Epoch 161/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0041 - accuracy: 0.4608
Epoch 162/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4689
Epoch 163/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4608
Epoch 164/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4750
Epoch 165/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4713
Epoch 166/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4693
Epoch 167/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4673
Epoch 168/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4705
Epoch 169/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0044 - accuracy: 0.4648
Epoch 170/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4656
Epoch 171/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0041 - accuracy: 0.4563
Epoch 172/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4664
Epoch 173/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4608
Epoch 174/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0043 - accuracy: 0.4746
Epoch 175/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4774
Epoch 176/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4705
Epoch 177/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 0.4628
Epoch 178/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 0.4713
Epoch 179/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 0.4612
Epoch 180/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 0.4791
Epoch 181/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4758
Epoch 182/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0042 - accuracy: 0.4616
Epoch 183/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4839
Epoch 184/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4705
Epoch 185/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4815
Epoch 186/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4677
Epoch 187/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0036 - accuracy: 0.4734
Epoch 188/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4693
Epoch 189/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4725
Epoch 190/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4770
Epoch 191/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4847
Epoch 192/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4782
Epoch 193/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4974
Epoch 194/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0039 - accuracy: 0.4697
Epoch 195/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4791
Epoch 196/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4644
Epoch 197/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4660
Epoch 198/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4791
Epoch 199/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0038 - accuracy: 0.4852
Epoch 200/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4701
Epoch 201/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4758
Epoch 202/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4693
Epoch 203/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4807
Epoch 204/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4819
Epoch 205/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4738
Epoch 206/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4746
Epoch 207/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4835
Epoch 208/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4904
Epoch 209/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4750
Epoch 210/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4770
Epoch 211/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4839
Epoch 212/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4766
Epoch 213/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4746
Epoch 214/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4896
Epoch 215/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0032 - accuracy: 0.4811
Epoch 216/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4815
Epoch 217/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0035 - accuracy: 0.4807
Epoch 218/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0037 - accuracy: 0.4689
Epoch 219/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0036 - accuracy: 0.4697
Epoch 220/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0033 - accuracy: 0.4754
Epoch 221/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4705
Epoch 222/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4766
Epoch 223/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4819
Epoch 224/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4913
Epoch 225/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4868
Epoch 226/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4791
Epoch 227/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4754
Epoch 228/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4786
Epoch 229/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0037 - accuracy: 0.4717
Epoch 230/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4595
Epoch 231/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4758
Epoch 232/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4758
Epoch 233/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4742
Epoch 234/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4734
Epoch 235/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4693
Epoch 236/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4811
Epoch 237/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4750
Epoch 238/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4795
Epoch 239/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4786
Epoch 240/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4795
Epoch 241/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0034 - accuracy: 0.4746
Epoch 242/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4677
Epoch 243/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4852
Epoch 244/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4807
Epoch 245/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4965
Epoch 246/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4856
Epoch 247/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4900
Epoch 248/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4892
Epoch 249/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4782
Epoch 250/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4872
Epoch 251/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4823
Epoch 252/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4872
Epoch 253/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4888
Epoch 254/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4847
Epoch 255/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4876
Epoch 256/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4831
Epoch 257/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4925
Epoch 258/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4908
Epoch 259/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4795
Epoch 260/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4730
Epoch 261/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4847
Epoch 262/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4876
Epoch 263/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4925
Epoch 264/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4831
Epoch 265/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.5002
Epoch 266/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4770
Epoch 267/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0033 - accuracy: 0.4872
Epoch 268/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4917
Epoch 269/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4778
Epoch 270/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4929
Epoch 271/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4933
Epoch 272/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4856
Epoch 273/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4994
Epoch 274/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4856
Epoch 275/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4957
Epoch 276/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4965
Epoch 277/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4884
Epoch 278/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4774
Epoch 279/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4762
Epoch 280/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4913
Epoch 281/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4811
Epoch 282/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4925
Epoch 283/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0035 - accuracy: 0.4819
Epoch 284/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4815
Epoch 285/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4823
Epoch 286/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0029 - accuracy: 0.4847
Epoch 287/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0028 - accuracy: 0.4925
Epoch 288/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0027 - accuracy: 0.5014
Epoch 289/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4819
Epoch 290/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0026 - accuracy: 0.4933
Epoch 291/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4876
Epoch 292/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4945
Epoch 293/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0027 - accuracy: 0.4974
Epoch 294/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0029 - accuracy: 0.4929
Epoch 295/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4868
Epoch 296/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4921
Epoch 297/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0032 - accuracy: 0.4868
Epoch 298/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0028 - accuracy: 0.4961
Epoch 299/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0031 - accuracy: 0.4811
Epoch 300/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0030 - accuracy: 0.4758
In [41]:
history_two = model_two.fit(mod_X.T, mod_S.T, epochs=300, batch_size=64)

Epoch 1/300
39/39 [==============================] - 2s 4ms/step - loss: 0.3185 - accuracy: 0.0240
Epoch 2/300
39/39 [==============================] - 0s 4ms/step - loss: 0.1068 - accuracy: 0.0366
Epoch 3/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0842 - accuracy: 0.0415
Epoch 4/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0789 - accuracy: 0.0602
Epoch 5/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0768 - accuracy: 0.0655
Epoch 6/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0751 - accuracy: 0.0671
Epoch 7/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0737 - accuracy: 0.0679
Epoch 8/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0729 - accuracy: 0.0724
Epoch 9/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0723 - accuracy: 0.0760
Epoch 10/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0712 - accuracy: 0.0777
Epoch 11/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0705 - accuracy: 0.0903
Epoch 12/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0699 - accuracy: 0.0765
Epoch 13/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0691 - accuracy: 0.0935
Epoch 14/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0688 - accuracy: 0.0903
Epoch 15/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0684 - accuracy: 0.0874
Epoch 16/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0679 - accuracy: 0.0846
Epoch 17/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0675 - accuracy: 0.0980
Epoch 18/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0676 - accuracy: 0.0923
Epoch 19/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0669 - accuracy: 0.0984
Epoch 20/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0667 - accuracy: 0.1078
Epoch 21/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0665 - accuracy: 0.1106
Epoch 22/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0660 - accuracy: 0.1086
Epoch 23/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0659 - accuracy: 0.1187
Epoch 24/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0656 - accuracy: 0.1212
Epoch 25/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0658 - accuracy: 0.1167
Epoch 26/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0654 - accuracy: 0.1265
Epoch 27/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0654 - accuracy: 0.1175
Epoch 28/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0651 - accuracy: 0.1269
Epoch 29/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0649 - accuracy: 0.1342
Epoch 30/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0645 - accuracy: 0.1297
Epoch 31/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0643 - accuracy: 0.1427
Epoch 32/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0641 - accuracy: 0.1472
Epoch 33/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0640 - accuracy: 0.1464
Epoch 34/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0639 - accuracy: 0.1444
Epoch 35/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0640 - accuracy: 0.1488
Epoch 36/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0637 - accuracy: 0.1505
Epoch 37/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0631 - accuracy: 0.1663
Epoch 38/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0631 - accuracy: 0.1610
Epoch 39/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0633 - accuracy: 0.1619
Epoch 40/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0626 - accuracy: 0.1708
Epoch 41/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0621 - accuracy: 0.1777
Epoch 42/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0624 - accuracy: 0.1708
Epoch 43/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0622 - accuracy: 0.1863
Epoch 44/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0622 - accuracy: 0.1838
Epoch 45/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0618 - accuracy: 0.1806
Epoch 46/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0615 - accuracy: 0.1887
Epoch 47/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0614 - accuracy: 0.1838
Epoch 48/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0614 - accuracy: 0.1895
Epoch 49/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0613 - accuracy: 0.1960
Epoch 50/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0610 - accuracy: 0.1960
Epoch 51/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0607 - accuracy: 0.2074
Epoch 52/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0606 - accuracy: 0.2058
Epoch 53/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0605 - accuracy: 0.2082
Epoch 54/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0604 - accuracy: 0.2143
Epoch 55/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0608 - accuracy: 0.2025
Epoch 56/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0603 - accuracy: 0.2147
Epoch 57/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0600 - accuracy: 0.2155
Epoch 58/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0597 - accuracy: 0.2302
Epoch 59/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0597 - accuracy: 0.2229
Epoch 60/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0598 - accuracy: 0.2237
Epoch 61/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0596 - accuracy: 0.2326
Epoch 62/300
39/39 [==============================] - 0s 6ms/step - loss: 0.0595 - accuracy: 0.2196
Epoch 63/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0594 - accuracy: 0.2359
Epoch 64/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0596 - accuracy: 0.2281
Epoch 65/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0591 - accuracy: 0.2302
Epoch 66/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0588 - accuracy: 0.2420
Epoch 67/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0586 - accuracy: 0.2391
Epoch 68/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0587 - accuracy: 0.2493
Epoch 69/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0587 - accuracy: 0.2424
Epoch 70/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0587 - accuracy: 0.2428
Epoch 71/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0586 - accuracy: 0.2452
Epoch 72/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0585 - accuracy: 0.2509
Epoch 73/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0585 - accuracy: 0.2574
Epoch 74/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0585 - accuracy: 0.2481
Epoch 75/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0582 - accuracy: 0.2668
Epoch 76/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0584 - accuracy: 0.2599
Epoch 77/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0582 - accuracy: 0.2631
Epoch 78/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0579 - accuracy: 0.2643
Epoch 79/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0579 - accuracy: 0.2623
Epoch 80/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0576 - accuracy: 0.2647
Epoch 81/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0577 - accuracy: 0.2680
Epoch 82/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0576 - accuracy: 0.2721
Epoch 83/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0577 - accuracy: 0.2786
Epoch 84/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0577 - accuracy: 0.2717
Epoch 85/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0578 - accuracy: 0.2631
Epoch 86/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0574 - accuracy: 0.2729
Epoch 87/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0575 - accuracy: 0.2684
Epoch 88/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0574 - accuracy: 0.2782
Epoch 89/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0573 - accuracy: 0.2761
Epoch 90/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0576 - accuracy: 0.2839
Epoch 91/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0574 - accuracy: 0.2895
Epoch 92/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0572 - accuracy: 0.2900
Epoch 93/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0572 - accuracy: 0.2847
Epoch 94/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0572 - accuracy: 0.2879
Epoch 95/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0572 - accuracy: 0.2814
Epoch 96/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0569 - accuracy: 0.2993
Epoch 97/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0571 - accuracy: 0.2985
Epoch 98/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0570 - accuracy: 0.2765
Epoch 99/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0567 - accuracy: 0.2969
Epoch 100/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0571 - accuracy: 0.2900
Epoch 101/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0570 - accuracy: 0.2887
Epoch 102/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0570 - accuracy: 0.2948
Epoch 103/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0567 - accuracy: 0.2879
Epoch 104/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0567 - accuracy: 0.2875
Epoch 105/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0568 - accuracy: 0.2940
Epoch 106/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0567 - accuracy: 0.2900
Epoch 107/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0566 - accuracy: 0.2985
Epoch 108/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0565 - accuracy: 0.3001
Epoch 109/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0565 - accuracy: 0.2920
Epoch 110/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0565 - accuracy: 0.2965
Epoch 111/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0564 - accuracy: 0.3148
Epoch 112/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0564 - accuracy: 0.3168
Epoch 113/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0564 - accuracy: 0.3017
Epoch 114/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0563 - accuracy: 0.3046
Epoch 115/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0563 - accuracy: 0.3074
Epoch 116/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0562 - accuracy: 0.3009
Epoch 117/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0564 - accuracy: 0.3095
Epoch 118/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0566 - accuracy: 0.3034
Epoch 119/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0565 - accuracy: 0.2956
Epoch 120/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0562 - accuracy: 0.3115
Epoch 121/300
39/39 [==============================] - 0s 6ms/step - loss: 0.0564 - accuracy: 0.3050
Epoch 122/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0563 - accuracy: 0.3131
Epoch 123/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0560 - accuracy: 0.2981
Epoch 124/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.3074
Epoch 125/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.3103
Epoch 126/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 0.3030
Epoch 127/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.3103
Epoch 128/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 0.3123
Epoch 129/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 0.3148
Epoch 130/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3261
Epoch 131/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 0.3160
Epoch 132/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0560 - accuracy: 0.3213
Epoch 133/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0561 - accuracy: 0.3156
Epoch 134/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3229
Epoch 135/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3172
Epoch 136/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3144
Epoch 137/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0556 - accuracy: 0.3237
Epoch 138/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3249
Epoch 139/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3156
Epoch 140/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.3184
Epoch 141/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0559 - accuracy: 0.3225
Epoch 142/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0558 - accuracy: 0.3257
Epoch 143/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0556 - accuracy: 0.3156
Epoch 144/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0558 - accuracy: 0.3156
Epoch 145/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0557 - accuracy: 0.3168
Epoch 146/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0557 - accuracy: 0.3274
Epoch 147/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0557 - accuracy: 0.3184
Epoch 148/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0555 - accuracy: 0.3261
Epoch 149/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0555 - accuracy: 0.3314
Epoch 150/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0556 - accuracy: 0.3286
Epoch 151/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3253
Epoch 152/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0555 - accuracy: 0.3355
Epoch 153/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3245
Epoch 154/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3343
Epoch 155/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3383
Epoch 156/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3331
Epoch 157/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3241
Epoch 158/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3375
Epoch 159/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3310
Epoch 160/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3359
Epoch 161/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3294
Epoch 162/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3416
Epoch 163/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0553 - accuracy: 0.3359
Epoch 164/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0552 - accuracy: 0.3335
Epoch 165/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0553 - accuracy: 0.3278
Epoch 166/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3367
Epoch 167/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3371
Epoch 168/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3420
Epoch 169/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0550 - accuracy: 0.3363
Epoch 170/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0551 - accuracy: 0.3493
Epoch 171/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0551 - accuracy: 0.3408
Epoch 172/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3343
Epoch 173/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3379
Epoch 174/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0549 - accuracy: 0.3310
Epoch 175/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0554 - accuracy: 0.3327
Epoch 176/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0556 - accuracy: 0.3331
Epoch 177/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0552 - accuracy: 0.3347
Epoch 178/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0550 - accuracy: 0.3396
Epoch 179/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0554 - accuracy: 0.3322
Epoch 180/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0551 - accuracy: 0.3371
Epoch 181/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0551 - accuracy: 0.3355
Epoch 182/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0551 - accuracy: 0.3420
Epoch 183/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0550 - accuracy: 0.3379
Epoch 184/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3432
Epoch 185/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3522
Epoch 186/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3477
Epoch 187/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3412
Epoch 188/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0549 - accuracy: 0.3347
Epoch 189/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3444
Epoch 190/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0550 - accuracy: 0.3392
Epoch 191/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0550 - accuracy: 0.3367
Epoch 192/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0550 - accuracy: 0.3363
Epoch 193/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0550 - accuracy: 0.3383
Epoch 194/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3505
Epoch 195/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3432
Epoch 196/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3404
Epoch 197/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3444
Epoch 198/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0550 - accuracy: 0.3375
Epoch 199/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0549 - accuracy: 0.3412
Epoch 200/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3501
Epoch 201/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3420
Epoch 202/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3526
Epoch 203/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3501
Epoch 204/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3571
Epoch 205/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3538
Epoch 206/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3388
Epoch 207/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3457
Epoch 208/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3481
Epoch 209/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3477
Epoch 210/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3607
Epoch 211/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3558
Epoch 212/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0548 - accuracy: 0.3473
Epoch 213/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3461
Epoch 214/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3485
Epoch 215/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3595
Epoch 216/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 0.3510
Epoch 217/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0547 - accuracy: 0.3497
Epoch 218/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3518
Epoch 219/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0545 - accuracy: 0.3501
Epoch 220/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0545 - accuracy: 0.3518
Epoch 221/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 0.3469
Epoch 222/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3587
Epoch 223/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3587
Epoch 224/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3485
Epoch 225/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0545 - accuracy: 0.3526
Epoch 226/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3477
Epoch 227/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3546
Epoch 228/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0545 - accuracy: 0.3501
Epoch 229/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3550
Epoch 230/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0546 - accuracy: 0.3636
Epoch 231/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 0.3550
Epoch 232/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3505
Epoch 233/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0545 - accuracy: 0.3571
Epoch 234/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 0.3595
Epoch 235/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3457
Epoch 236/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 0.3627
Epoch 237/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0545 - accuracy: 0.3424
Epoch 238/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3518
Epoch 239/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3632
Epoch 240/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3599
Epoch 241/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3660
Epoch 242/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0544 - accuracy: 0.3672
Epoch 243/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0545 - accuracy: 0.3526
Epoch 244/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0544 - accuracy: 0.3615
Epoch 245/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0544 - accuracy: 0.3587
Epoch 246/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3603
Epoch 247/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3526
Epoch 248/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3518
Epoch 249/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3619
Epoch 250/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3632
Epoch 251/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0544 - accuracy: 0.3680
Epoch 252/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3693
Epoch 253/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3587
Epoch 254/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3603
Epoch 255/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3587
Epoch 256/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0541 - accuracy: 0.3599
Epoch 257/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3713
Epoch 258/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0544 - accuracy: 0.3579
Epoch 259/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0542 - accuracy: 0.3562
Epoch 260/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3566
Epoch 261/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3644
Epoch 262/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0542 - accuracy: 0.3640
Epoch 263/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0543 - accuracy: 0.3688
Epoch 264/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3611
Epoch 265/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0542 - accuracy: 0.3705
Epoch 266/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3558
Epoch 267/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0542 - accuracy: 0.3566
Epoch 268/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0543 - accuracy: 0.3607
Epoch 269/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3542
Epoch 270/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3558
Epoch 271/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3636
Epoch 272/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3632
Epoch 273/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0541 - accuracy: 0.3705
Epoch 274/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3632
Epoch 275/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0542 - accuracy: 0.3623
Epoch 276/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3636
Epoch 277/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3741
Epoch 278/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0541 - accuracy: 0.3562
Epoch 279/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3733
Epoch 280/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3684
Epoch 281/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3619
Epoch 282/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3611
Epoch 283/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3627
Epoch 284/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3717
Epoch 285/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3648
Epoch 286/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0539 - accuracy: 0.3729
Epoch 287/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3749
Epoch 288/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3697
Epoch 289/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3611
Epoch 290/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3733
Epoch 291/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0540 - accuracy: 0.3664
Epoch 292/300
39/39 [==============================] - 0s 5ms/step - loss: 0.0541 - accuracy: 0.3603
Epoch 293/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3668
Epoch 294/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3644
Epoch 295/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3571
Epoch 296/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0541 - accuracy: 0.3636
Epoch 297/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3725
Epoch 298/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0540 - accuracy: 0.3640
Epoch 299/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0538 - accuracy: 0.3693
Epoch 300/300
39/39 [==============================] - 0s 4ms/step - loss: 0.0539 - accuracy: 0.3806
In [42]:
plt.figure(figsize=(10, 6))

# Plot the training loss for the first model with a label
plt.plot(history_one.history['loss'], label='Model relu Training Loss')

# Plot the training loss for the second model with a label
plt.plot(history_two.history['loss'], label='Model tanh Training Loss')

plt.title('Training Loss Over Epochs')
plt.xlabel('Epoch')
plt.ylabel('Mean Squared Error')

# Add a legend based on the labels provided in the plot functions
plt.legend()

plt.show()

  1. I tried two models here one with Relu activation and the other with tanh activation as it is clearly seen that the one with the relu activation worked better so going ahead with it for denoisisng process.

  2. I had run it once and then the SNR was 9.1, now it is coming different. I think the reason is due to the initialization methods.

  3. I also tried running for more epcohs but then the model starts to overfit to 300 epoch was a sweet number I decided to stick with, which give me fairly decent resutls.
In [44]:
f, sr=librosa.load('test_x_01.wav', sr=None)
test_X =librosa.stft(f, n_fft=1024, hop_length=512)
In [45]:
mod_test_X  = abs(test_X)

SNR¶

In [46]:
S_test_cleaned = model_one.predict(mod_test_X.T)

5/5 [==============================] - 0s 2ms/step
In [47]:
S_test = np.multiply((test_X)/ mod_test_X, S_test_cleaned.T)
In [48]:
n_fft = 1024
hop_length = 512


# Reconstruct the time-domain signal using inverse STFT
reconstructed_signal = librosa.istft(S_test, hop_length=hop_length, win_length=n_fft)
In [49]:
import soundfile as sf

# Output file path for the denoised audio
output_file_path = 'denoised_output.wav'

# Write the denoised audio signal to a WAV file
sf.write(output_file_path, reconstructed_signal, sr)
In [50]:
g, sr=librosa.load('test_s_01.wav', sr=None)
clean_S =librosa.stft(g, n_fft=1024, hop_length=512)
In [51]:
inverse_S_clean = librosa.istft(clean_S, hop_length=hop_length, win_length=n_fft)
In [53]:
SNR = 10 * np.log10(np.sum((inverse_S_clean ** 2)) / np.sum((inverse_S_clean - reconstructed_signal) ** 2)+ 1e-20)
print("Signal-to-Noise Ratio (SNR): {:.2f} dB".format(SNR))

Signal-to-Noise Ratio (SNR): 8.58 dB
In [56]:
from IPython.display import Audio

# Play the Noisy Speech
display(Audio(s, rate=sr))

# Play the Recovered Speech
display(Audio(reconstructed_signal, rate=sr))

# Play the Clean Speech
display(Audio(g, rate=sr))
Your browser does not support the audio element.
Your browser does not support the audio element.
Your browser does not support the audio element.

testing clean speech using denoising¶

In [61]:
final_audio,sr = librosa.load('test_x_02.wav', sr=None)
final_stft = librosa.stft(final_audio, n_fft=1024, hop_length=512)
final_abs = np.abs(final_stft)
final_audio_denoised = model_one.predict(final_abs.T)

recovered = (final_stft/final_abs)*final_audio_denoised.T

recover_final = librosa.istft(recovered, hop_length=512)

12/12 [==============================] - 0s 1ms/step

Noisy test speech¶

In [60]:
display(Audio(final_audio, rate=sr))
Your browser does not support the audio element.

Denoised speech recovered¶

In [64]:
display(Audio(recover_final, rate=sr))
Your browser does not support the audio element.
In [65]:
sf.write('recovered_final.wav', recover_final, sr)

Conclusion:

  • The chip noise has been removed but there is some other kind of noise still present.
  • With more fine tuning and more data the model's perfromance can be improved.

Q2 : using convolution¶

In [ ]:
In [57]:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv1D, Flatten, Dense

# Define the neural network model with Conv1D layers
model_three = Sequential([
    Conv1D(filters=32, kernel_size=3, strides=2, activation='relu', input_shape=(513, 1)),
    Conv1D(filters=64, kernel_size=3, strides=2, activation='relu'),
    Flatten(),
    Dense(513, activation='relu', kernel_initializer=he_normal()),

])

# Compile the model
model_three.compile(optimizer='adam', loss='mean_squared_error', metrics=['accuracy'])

# Print the model summary
model_three.summary()

Model: "sequential_4"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv1d (Conv1D)             (None, 256, 32)           128       
                                                                 
 conv1d_1 (Conv1D)           (None, 127, 64)           6208      
                                                                 
 flatten_2 (Flatten)         (None, 8128)              0         
                                                                 
 dense_12 (Dense)            (None, 513)               4170177   
                                                                 
=================================================================
Total params: 4176513 (15.93 MB)
Trainable params: 4176513 (15.93 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [67]:
history = model_three.fit(mod_X.T, mod_S.T, epochs=300, batch_size=32)

Epoch 1/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0010 - accuracy: 0.7422
Epoch 2/300
77/77 [==============================] - 0s 3ms/step - loss: 9.8063e-04 - accuracy: 0.7544
Epoch 3/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7722e-04 - accuracy: 0.7462
Epoch 4/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3886e-04 - accuracy: 0.7601
Epoch 5/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2916e-04 - accuracy: 0.7637
Epoch 6/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2372e-04 - accuracy: 0.7613
Epoch 7/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2051e-04 - accuracy: 0.7654
Epoch 8/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4527e-04 - accuracy: 0.7552
Epoch 9/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4029e-04 - accuracy: 0.7560
Epoch 10/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3358e-04 - accuracy: 0.7617
Epoch 11/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6997e-04 - accuracy: 0.7523
Epoch 12/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7594e-04 - accuracy: 0.7450
Epoch 13/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5959e-04 - accuracy: 0.7552
Epoch 14/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7411e-04 - accuracy: 0.7540
Epoch 15/300
77/77 [==============================] - 0s 3ms/step - loss: 9.9917e-04 - accuracy: 0.7450
Epoch 16/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6887e-04 - accuracy: 0.7588
Epoch 17/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7740e-04 - accuracy: 0.7511
Epoch 18/300
77/77 [==============================] - 0s 3ms/step - loss: 9.8263e-04 - accuracy: 0.7527
Epoch 19/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7507
Epoch 20/300
77/77 [==============================] - 0s 3ms/step - loss: 9.8089e-04 - accuracy: 0.7527
Epoch 21/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4539e-04 - accuracy: 0.7483
Epoch 22/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5506e-04 - accuracy: 0.7580
Epoch 23/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3094e-04 - accuracy: 0.7552
Epoch 24/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2884e-04 - accuracy: 0.7613
Epoch 25/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2558e-04 - accuracy: 0.7584
Epoch 26/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5565e-04 - accuracy: 0.7584
Epoch 27/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3931e-04 - accuracy: 0.7605
Epoch 28/300
77/77 [==============================] - 0s 3ms/step - loss: 9.8428e-04 - accuracy: 0.7499
Epoch 29/300
77/77 [==============================] - 0s 3ms/step - loss: 9.8552e-04 - accuracy: 0.7422
Epoch 30/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4769e-04 - accuracy: 0.7491
Epoch 31/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4274e-04 - accuracy: 0.7576
Epoch 32/300
77/77 [==============================] - 0s 3ms/step - loss: 9.9409e-04 - accuracy: 0.7479
Epoch 33/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3589e-04 - accuracy: 0.7593
Epoch 34/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4296e-04 - accuracy: 0.7536
Epoch 35/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3878e-04 - accuracy: 0.7662
Epoch 36/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2833e-04 - accuracy: 0.7593
Epoch 37/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4603e-04 - accuracy: 0.7609
Epoch 38/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5798e-04 - accuracy: 0.7552
Epoch 39/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3751e-04 - accuracy: 0.7645
Epoch 40/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7252e-04 - accuracy: 0.7466
Epoch 41/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6569e-04 - accuracy: 0.7536
Epoch 42/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7146e-04 - accuracy: 0.7519
Epoch 43/300
77/77 [==============================] - 0s 3ms/step - loss: 9.9708e-04 - accuracy: 0.7597
Epoch 44/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7308
Epoch 45/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7385
Epoch 46/300
77/77 [==============================] - 0s 3ms/step - loss: 9.9470e-04 - accuracy: 0.7507
Epoch 47/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7491e-04 - accuracy: 0.7523
Epoch 48/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4564e-04 - accuracy: 0.7605
Epoch 49/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3330e-04 - accuracy: 0.7597
Epoch 50/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2296e-04 - accuracy: 0.7645
Epoch 51/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4092e-04 - accuracy: 0.7552
Epoch 52/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1675e-04 - accuracy: 0.7662
Epoch 53/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1025e-04 - accuracy: 0.7645
Epoch 54/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1297e-04 - accuracy: 0.7633
Epoch 55/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2226e-04 - accuracy: 0.7597
Epoch 56/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1643e-04 - accuracy: 0.7625
Epoch 57/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0273e-04 - accuracy: 0.7743
Epoch 58/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1462e-04 - accuracy: 0.7678
Epoch 59/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0381e-04 - accuracy: 0.7702
Epoch 60/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6588e-04 - accuracy: 0.7560
Epoch 61/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7552
Epoch 62/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5018e-04 - accuracy: 0.7617
Epoch 63/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5485e-04 - accuracy: 0.7556
Epoch 64/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3105e-04 - accuracy: 0.7641
Epoch 65/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3732e-04 - accuracy: 0.7637
Epoch 66/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4538e-04 - accuracy: 0.7584
Epoch 67/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3764e-04 - accuracy: 0.7617
Epoch 68/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4866e-04 - accuracy: 0.7552
Epoch 69/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2792e-04 - accuracy: 0.7706
Epoch 70/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2044e-04 - accuracy: 0.7568
Epoch 71/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1907e-04 - accuracy: 0.7605
Epoch 72/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6059e-04 - accuracy: 0.7584
Epoch 73/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3372e-04 - accuracy: 0.7580
Epoch 74/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3507e-04 - accuracy: 0.7706
Epoch 75/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2474e-04 - accuracy: 0.7690
Epoch 76/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2173e-04 - accuracy: 0.7605
Epoch 77/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1775e-04 - accuracy: 0.7617
Epoch 78/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0381e-04 - accuracy: 0.7658
Epoch 79/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0700e-04 - accuracy: 0.7678
Epoch 80/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1103e-04 - accuracy: 0.7633
Epoch 81/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1754e-04 - accuracy: 0.7617
Epoch 82/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0309e-04 - accuracy: 0.7710
Epoch 83/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9706e-04 - accuracy: 0.7755
Epoch 84/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0998e-04 - accuracy: 0.7666
Epoch 85/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9843e-04 - accuracy: 0.7719
Epoch 86/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9353e-04 - accuracy: 0.7743
Epoch 87/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2019e-04 - accuracy: 0.7617
Epoch 88/300
77/77 [==============================] - 0s 3ms/step - loss: 9.4181e-04 - accuracy: 0.7536
Epoch 89/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7629e-04 - accuracy: 0.7523
Epoch 90/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6501e-04 - accuracy: 0.7621
Epoch 91/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5420e-04 - accuracy: 0.7483
Epoch 92/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2853e-04 - accuracy: 0.7731
Epoch 93/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5029e-04 - accuracy: 0.7560
Epoch 94/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2629e-04 - accuracy: 0.7674
Epoch 95/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1170e-04 - accuracy: 0.7706
Epoch 96/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9274e-04 - accuracy: 0.7771
Epoch 97/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0608e-04 - accuracy: 0.7690
Epoch 98/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0444e-04 - accuracy: 0.7710
Epoch 99/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7499
Epoch 100/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7507
Epoch 101/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7458
Epoch 102/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7495
Epoch 103/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5623e-04 - accuracy: 0.7588
Epoch 104/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2516e-04 - accuracy: 0.7641
Epoch 105/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9408e-04 - accuracy: 0.7662
Epoch 106/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0769e-04 - accuracy: 0.7755
Epoch 107/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9303e-04 - accuracy: 0.7767
Epoch 108/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9813e-04 - accuracy: 0.7731
Epoch 109/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9982e-04 - accuracy: 0.7788
Epoch 110/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8858e-04 - accuracy: 0.7804
Epoch 111/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7461e-04 - accuracy: 0.7824
Epoch 112/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6938e-04 - accuracy: 0.7792
Epoch 113/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7597e-04 - accuracy: 0.7763
Epoch 114/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6734e-04 - accuracy: 0.7780
Epoch 115/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7062e-04 - accuracy: 0.7812
Epoch 116/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6213e-04 - accuracy: 0.7861
Epoch 117/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9253e-04 - accuracy: 0.7739
Epoch 118/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1646e-04 - accuracy: 0.7670
Epoch 119/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7548
Epoch 120/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7523
Epoch 121/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7507e-04 - accuracy: 0.7552
Epoch 122/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2929e-04 - accuracy: 0.7637
Epoch 123/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3216e-04 - accuracy: 0.7654
Epoch 124/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1498e-04 - accuracy: 0.7751
Epoch 125/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9989e-04 - accuracy: 0.7767
Epoch 126/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9045e-04 - accuracy: 0.7735
Epoch 127/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7267e-04 - accuracy: 0.7820
Epoch 128/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6334e-04 - accuracy: 0.7804
Epoch 129/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5476e-04 - accuracy: 0.7857
Epoch 130/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6774e-04 - accuracy: 0.7792
Epoch 131/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6853e-04 - accuracy: 0.7804
Epoch 132/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9072e-04 - accuracy: 0.7808
Epoch 133/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0003e-04 - accuracy: 0.7719
Epoch 134/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9986e-04 - accuracy: 0.7747
Epoch 135/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8912e-04 - accuracy: 0.7759
Epoch 136/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0286e-04 - accuracy: 0.7796
Epoch 137/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9324e-04 - accuracy: 0.7800
Epoch 138/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7966e-04 - accuracy: 0.7796
Epoch 139/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6439e-04 - accuracy: 0.7780
Epoch 140/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9330e-04 - accuracy: 0.7841
Epoch 141/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3233e-04 - accuracy: 0.7731
Epoch 142/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7761e-04 - accuracy: 0.7654
Epoch 143/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7315e-04 - accuracy: 0.7576
Epoch 144/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7641e-04 - accuracy: 0.7572
Epoch 145/300
77/77 [==============================] - 0s 3ms/step - loss: 9.7971e-04 - accuracy: 0.7588
Epoch 146/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2289e-04 - accuracy: 0.7727
Epoch 147/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1270e-04 - accuracy: 0.7755
Epoch 148/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0856e-04 - accuracy: 0.7658
Epoch 149/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7908e-04 - accuracy: 0.7816
Epoch 150/300
77/77 [==============================] - 0s 4ms/step - loss: 8.7229e-04 - accuracy: 0.7800
Epoch 151/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6937e-04 - accuracy: 0.7812
Epoch 152/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5271e-04 - accuracy: 0.7893
Epoch 153/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7739e-04 - accuracy: 0.7820
Epoch 154/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7639e-04 - accuracy: 0.7747
Epoch 155/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7168e-04 - accuracy: 0.7865
Epoch 156/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3559e-04 - accuracy: 0.7678
Epoch 157/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7544
Epoch 158/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7483
Epoch 159/300
77/77 [==============================] - 0s 3ms/step - loss: 9.6353e-04 - accuracy: 0.7548
Epoch 160/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5659e-04 - accuracy: 0.7662
Epoch 161/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1671e-04 - accuracy: 0.7755
Epoch 162/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8184e-04 - accuracy: 0.7776
Epoch 163/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6484e-04 - accuracy: 0.7865
Epoch 164/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5294e-04 - accuracy: 0.7881
Epoch 165/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4331e-04 - accuracy: 0.7930
Epoch 166/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5022e-04 - accuracy: 0.7946
Epoch 167/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5490e-04 - accuracy: 0.7934
Epoch 168/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6007e-04 - accuracy: 0.7885
Epoch 169/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5223e-04 - accuracy: 0.7869
Epoch 170/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4182e-04 - accuracy: 0.7950
Epoch 171/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7532e-04 - accuracy: 0.7816
Epoch 172/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7528e-04 - accuracy: 0.7865
Epoch 173/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8354e-04 - accuracy: 0.7780
Epoch 174/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0965e-04 - accuracy: 0.7776
Epoch 175/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7776e-04 - accuracy: 0.7804
Epoch 176/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6948e-04 - accuracy: 0.7832
Epoch 177/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6239e-04 - accuracy: 0.7792
Epoch 178/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6315e-04 - accuracy: 0.7837
Epoch 179/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6698e-04 - accuracy: 0.7816
Epoch 180/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5504e-04 - accuracy: 0.7881
Epoch 181/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5337e-04 - accuracy: 0.7926
Epoch 182/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6104e-04 - accuracy: 0.7898
Epoch 183/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9146e-04 - accuracy: 0.7788
Epoch 184/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9482e-04 - accuracy: 0.7869
Epoch 185/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2330e-04 - accuracy: 0.7694
Epoch 186/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0059e-04 - accuracy: 0.7788
Epoch 187/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2122e-04 - accuracy: 0.7690
Epoch 188/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9523e-04 - accuracy: 0.7755
Epoch 189/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0473e-04 - accuracy: 0.7751
Epoch 190/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8585e-04 - accuracy: 0.7832
Epoch 191/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6491e-04 - accuracy: 0.7893
Epoch 192/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6651e-04 - accuracy: 0.7881
Epoch 193/300
77/77 [==============================] - 0s 4ms/step - loss: 8.6743e-04 - accuracy: 0.7877
Epoch 194/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7843e-04 - accuracy: 0.7853
Epoch 195/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3189e-04 - accuracy: 0.7625
Epoch 196/300
77/77 [==============================] - 0s 3ms/step - loss: 9.5033e-04 - accuracy: 0.7678
Epoch 197/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0725e-04 - accuracy: 0.7751
Epoch 198/300
77/77 [==============================] - 0s 3ms/step - loss: 9.2248e-04 - accuracy: 0.7682
Epoch 199/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3521e-04 - accuracy: 0.7723
Epoch 200/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9848e-04 - accuracy: 0.7820
Epoch 201/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7397e-04 - accuracy: 0.7873
Epoch 202/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6693e-04 - accuracy: 0.7824
Epoch 203/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6798e-04 - accuracy: 0.7792
Epoch 204/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4180e-04 - accuracy: 0.7885
Epoch 205/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5186e-04 - accuracy: 0.7934
Epoch 206/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5268e-04 - accuracy: 0.7837
Epoch 207/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4540e-04 - accuracy: 0.7967
Epoch 208/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3946e-04 - accuracy: 0.7942
Epoch 209/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4298e-04 - accuracy: 0.7950
Epoch 210/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3411e-04 - accuracy: 0.8040
Epoch 211/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5132e-04 - accuracy: 0.7995
Epoch 212/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6114e-04 - accuracy: 0.7898
Epoch 213/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7170e-04 - accuracy: 0.7885
Epoch 214/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6456e-04 - accuracy: 0.7861
Epoch 215/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7187e-04 - accuracy: 0.7869
Epoch 216/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7535e-04 - accuracy: 0.7902
Epoch 217/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8268e-04 - accuracy: 0.7849
Epoch 218/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8988e-04 - accuracy: 0.7857
Epoch 219/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6930e-04 - accuracy: 0.7873
Epoch 220/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7724e-04 - accuracy: 0.7845
Epoch 221/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6176e-04 - accuracy: 0.7918
Epoch 222/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5354e-04 - accuracy: 0.7922
Epoch 223/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7688e-04 - accuracy: 0.7841
Epoch 224/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8696e-04 - accuracy: 0.7841
Epoch 225/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7857e-04 - accuracy: 0.7808
Epoch 226/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7240e-04 - accuracy: 0.7804
Epoch 227/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5242e-04 - accuracy: 0.7918
Epoch 228/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5972e-04 - accuracy: 0.7930
Epoch 229/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5981e-04 - accuracy: 0.7869
Epoch 230/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1166e-04 - accuracy: 0.7784
Epoch 231/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0329e-04 - accuracy: 0.7788
Epoch 232/300
77/77 [==============================] - 0s 3ms/step - loss: 9.3868e-04 - accuracy: 0.7812
Epoch 233/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7638e-04 - accuracy: 0.7800
Epoch 234/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5663e-04 - accuracy: 0.7922
Epoch 235/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5181e-04 - accuracy: 0.7959
Epoch 236/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4366e-04 - accuracy: 0.7942
Epoch 237/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4323e-04 - accuracy: 0.7967
Epoch 238/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3156e-04 - accuracy: 0.7971
Epoch 239/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3801e-04 - accuracy: 0.8007
Epoch 240/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3510e-04 - accuracy: 0.8052
Epoch 241/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4103e-04 - accuracy: 0.7967
Epoch 242/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4740e-04 - accuracy: 0.8024
Epoch 243/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7974e-04 - accuracy: 0.7914
Epoch 244/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8744e-04 - accuracy: 0.7869
Epoch 245/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1002e-04 - accuracy: 0.7743
Epoch 246/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0796e-04 - accuracy: 0.7861
Epoch 247/300
77/77 [==============================] - 0s 3ms/step - loss: 9.1963e-04 - accuracy: 0.7759
Epoch 248/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8245e-04 - accuracy: 0.7837
Epoch 249/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0788e-04 - accuracy: 0.7776
Epoch 250/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7719e-04 - accuracy: 0.7910
Epoch 251/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5940e-04 - accuracy: 0.7934
Epoch 252/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7059e-04 - accuracy: 0.7881
Epoch 253/300
77/77 [==============================] - 0s 4ms/step - loss: 8.5667e-04 - accuracy: 0.7967
Epoch 254/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4148e-04 - accuracy: 0.7934
Epoch 255/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3149e-04 - accuracy: 0.8011
Epoch 256/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3295e-04 - accuracy: 0.7967
Epoch 257/300
77/77 [==============================] - 0s 3ms/step - loss: 8.2538e-04 - accuracy: 0.8044
Epoch 258/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4182e-04 - accuracy: 0.7967
Epoch 259/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4812e-04 - accuracy: 0.7971
Epoch 260/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9714e-04 - accuracy: 0.7759
Epoch 261/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9168e-04 - accuracy: 0.7930
Epoch 262/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5927e-04 - accuracy: 0.7869
Epoch 263/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4900e-04 - accuracy: 0.8007
Epoch 264/300
77/77 [==============================] - 0s 4ms/step - loss: 8.3608e-04 - accuracy: 0.8048
Epoch 265/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5145e-04 - accuracy: 0.7906
Epoch 266/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4308e-04 - accuracy: 0.8040
Epoch 267/300
77/77 [==============================] - 0s 3ms/step - loss: 8.5551e-04 - accuracy: 0.7975
Epoch 268/300
77/77 [==============================] - 0s 4ms/step - loss: 8.4552e-04 - accuracy: 0.7967
Epoch 269/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4300e-04 - accuracy: 0.7991
Epoch 270/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4669e-04 - accuracy: 0.7983
Epoch 271/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4892e-04 - accuracy: 0.7950
Epoch 272/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6499e-04 - accuracy: 0.7918
Epoch 273/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9860e-04 - accuracy: 0.7824
Epoch 274/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8458e-04 - accuracy: 0.7902
Epoch 275/300
77/77 [==============================] - 0s 4ms/step - loss: 8.6630e-04 - accuracy: 0.7963
Epoch 276/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7411e-04 - accuracy: 0.7869
Epoch 277/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4935e-04 - accuracy: 0.8015
Epoch 278/300
77/77 [==============================] - 0s 4ms/step - loss: 8.7324e-04 - accuracy: 0.7893
Epoch 279/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6418e-04 - accuracy: 0.7999
Epoch 280/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0661e-04 - accuracy: 0.7780
Epoch 281/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8367e-04 - accuracy: 0.7824
Epoch 282/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8183e-04 - accuracy: 0.7853
Epoch 283/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9894e-04 - accuracy: 0.7861
Epoch 284/300
77/77 [==============================] - 0s 3ms/step - loss: 8.6998e-04 - accuracy: 0.7902
Epoch 285/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7000e-04 - accuracy: 0.7967
Epoch 286/300
77/77 [==============================] - 0s 3ms/step - loss: 8.8094e-04 - accuracy: 0.7881
Epoch 287/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7326e-04 - accuracy: 0.7881
Epoch 288/300
77/77 [==============================] - 0s 3ms/step - loss: 8.9109e-04 - accuracy: 0.7841
Epoch 289/300
77/77 [==============================] - 0s 3ms/step - loss: 9.0620e-04 - accuracy: 0.7780
Epoch 290/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7244e-04 - accuracy: 0.8007
Epoch 291/300
77/77 [==============================] - 0s 3ms/step - loss: 8.7348e-04 - accuracy: 0.7881
Epoch 292/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4380e-04 - accuracy: 0.8003
Epoch 293/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4368e-04 - accuracy: 0.7999
Epoch 294/300
77/77 [==============================] - 0s 3ms/step - loss: 8.4274e-04 - accuracy: 0.8011
Epoch 295/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3017e-04 - accuracy: 0.8032
Epoch 296/300
77/77 [==============================] - 0s 3ms/step - loss: 8.1384e-04 - accuracy: 0.8162
Epoch 297/300
77/77 [==============================] - 0s 3ms/step - loss: 8.2231e-04 - accuracy: 0.8093
Epoch 298/300
77/77 [==============================] - 0s 3ms/step - loss: 8.2099e-04 - accuracy: 0.8089
Epoch 299/300
77/77 [==============================] - 0s 3ms/step - loss: 8.3127e-04 - accuracy: 0.8081
Epoch 300/300
77/77 [==============================] - 0s 3ms/step - loss: 8.2859e-04 - accuracy: 0.8052
In [68]:
plt.figure(figsize=(10, 6))
plt.plot(history.history['loss'], label='Training Loss', color='blue')
plt.title('Model Loss')
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.legend()
plt.show()
In [70]:
S_test_cleaned = model_three.predict(mod_test_X.T)

5/5 [==============================] - 0s 2ms/step
In [71]:
S_test = np.multiply((test_X)/ mod_test_X, S_test_cleaned.T)
In [72]:
n_fft = 1024
hop_length = 512


# Reconstruct the time-domain signal using inverse STFT
reconstructed_signal = librosa.istft(S_test, hop_length=hop_length, win_length=n_fft)
In [73]:
import soundfile as sf

# Output file path for the denoised audio
output_file_path = 'denoised_output.wav'

# Write the denoised audio signal to a WAV file
sf.write(output_file_path, reconstructed_signal, sr)
In [74]:
g, sr=librosa.load('test_s_01.wav', sr=None)
clean_S =librosa.stft(g, n_fft=1024, hop_length=512)
In [75]:
inverse_S_clean = librosa.istft(clean_S, hop_length=hop_length, win_length=n_fft)
In [76]:
SNR = 10 * np.log10(np.sum((inverse_S_clean ** 2)) / np.sum((inverse_S_clean - reconstructed_signal) ** 2)+ 1e-20)
print("Signal-to-Noise Ratio (SNR): {:.2f} dB".format(SNR))

Signal-to-Noise Ratio (SNR): 11.36 dB
In [ ]:
In [77]:
from IPython.display import Audio

# Play the Noisy Speech
display(Audio(s, rate=sr))

# Play the Recovered Speech
display(Audio(reconstructed_signal, rate=sr))

# Play the Clean Speech
display(Audio(g, rate=sr))
Your browser does not support the audio element.
Your browser does not support the audio element.
Your browser does not support the audio element.

testing clean speech using denoising¶

In [78]:
final_audio,sr = librosa.load('test_x_02.wav', sr=None)
final_stft = librosa.stft(final_audio, n_fft=1024, hop_length=512)
final_abs = np.abs(final_stft)
final_audio_denoised = model_three.predict(final_abs.T)

recovered = (final_stft/final_abs)*final_audio_denoised.T

recover_final = librosa.istft(recovered, hop_length=512)

12/12 [==============================] - 0s 3ms/step

Noisy test speech¶

In [79]:
display(Audio(final_audio, rate=sr))
Your browser does not support the audio element.

Denoised speech recovered¶

In [80]:
display(Audio(recover_final, rate=sr))
Your browser does not support the audio element.
In [81]:
sf.write('recovered_final_cnn.wav', recover_final, sr)

Conclusions:¶

  • Using CNN is better for this kind of denoising processing. With this method the SNR was better from 8.6 in the previous normal NN to now 11.36 dB.
  • Essentially a 1D NN is able to identify the patterns more clearly with the given architechre. Different experimentations were done and I have chosen this model which perfomrs well and doesnt overfit.

Problem 3 :¶

In [4]:
from google.colab import files
import io
import pickle
import numpy as np

# Upload the CIFAR-10 dataset files to Colab
uploaded = files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable.
In [7]:
# Load CIFAR-10 training data
X_train_all = []
y_train_all = []

# Load all 5 data batches
for i in range(1, 6):  # data_batch_1 to data_batch_5
    with open((f'data_batch_{i}'), 'rb') as file:
        batch = pickle.load(file, encoding='latin1')
        X_train_batch = batch['data']
        y_train_batch = batch['labels']

        X_train_all.append(X_train_batch)
        y_train_all.append(y_train_batch)

# Concatenate all batches into a single NumPy array
X_trainn = np.concatenate(X_train_all, axis=0)
y_trainn = np.concatenate(y_train_all, axis=0)

# Load CIFAR-10 testing data
with open(('test_batch'), 'rb') as file:
    batch = pickle.load(file, encoding='latin1')
    X_test = batch['data']
    y_test = batch['labels']
In [8]:
X_trainn.shape
Out[8]:
(50000, 3072)
In [10]:
validation_size = 5000


X_validation = X_trainn[:validation_size]
y_validation = y_trainn[:validation_size]

X_train = X_trainn[validation_size:]
y_train = y_trainn[validation_size:]
In [11]:
# Reshape the training, validation, and test data to 32x32x3 tensors
X_train_reshaped = X_train.reshape(-1, 3, 32, 32).transpose(0, 2, 3, 1)
X_validation_reshaped = X_validation.reshape(-1, 3, 32, 32).transpose(0, 2, 3, 1)
X_test_reshaped = X_test.reshape(-1, 3, 32, 32).transpose(0, 2, 3, 1)
In [12]:
# Normalize pixel values to the range [0, 1]
X_train_normalized = X_train_reshaped / 255.0
X_validation_normalized = X_validation_reshaped / 255.0
X_test_normalized = X_test_reshaped / 255.0

X_train_normalized_new = (X_train_normalized * 2 ) - 1
X_validation_normalized_new = (X_validation_normalized *2 ) -1
X_test_normalized_new = (X_test_normalized * 2 ) - 1
In [13]:
# Initialize the model
model = Sequential()

# 1st 2D Convolutional Layer with 10 kernels of size 5x5x3 and ReLU activation
model.add(Conv2D(10, (5, 5), strides=(1, 1), input_shape=(32, 32, 3), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# 2nd 2D Convolutional Layer with 10 kernels of size 5x5x10 and ReLU activation
model.add(Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# Flatten the final feature map before the fully connected layers
model.add(Flatten())

# 1st Fully Connected Layer with 20 neurons and ReLU activation
model.add(Dense(20, activation='relu', kernel_initializer=he_normal()))

# 2nd Fully Connected Layer with 10 neurons for softmax activation (10 classes)
model.add(Dense(10, activation='softmax', kernel_initializer=he_normal()))

# Compile the model
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Print the model summary
model.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d (Conv2D)             (None, 28, 28, 10)        760       
                                                                 
 max_pooling2d (MaxPooling2  (None, 14, 14, 10)        0         
 D)                                                              
                                                                 
 conv2d_1 (Conv2D)           (None, 10, 10, 10)        2510      
                                                                 
 max_pooling2d_1 (MaxPoolin  (None, 5, 5, 10)          0         
 g2D)                                                            
                                                                 
 flatten (Flatten)           (None, 250)               0         
                                                                 
 dense (Dense)               (None, 20)                5020      
                                                                 
 dense_1 (Dense)             (None, 10)                210       
                                                                 
=================================================================
Total params: 8500 (33.20 KB)
Trainable params: 8500 (33.20 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [14]:
# Convert y_train and y_validation to numpy arrays
y_train = np.array(y_train)
y_validation = np.array(y_validation)
In [25]:
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])


history = model.fit(X_train_normalized_new, y_train, epochs=200, batch_size=32, validation_data=(X_validation_normalized_new, y_validation))

Epoch 1/200
1407/1407 [==============================] - 6s 3ms/step - loss: 0.8187 - accuracy: 0.7101 - val_loss: 1.0905 - val_accuracy: 0.6372
Epoch 2/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8178 - accuracy: 0.7110 - val_loss: 1.0798 - val_accuracy: 0.6372
Epoch 3/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8148 - accuracy: 0.7138 - val_loss: 1.0791 - val_accuracy: 0.6320
Epoch 4/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8137 - accuracy: 0.7154 - val_loss: 1.0781 - val_accuracy: 0.6408
Epoch 5/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8162 - accuracy: 0.7124 - val_loss: 1.0901 - val_accuracy: 0.6418
Epoch 6/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8143 - accuracy: 0.7125 - val_loss: 1.0841 - val_accuracy: 0.6360
Epoch 7/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8143 - accuracy: 0.7120 - val_loss: 1.1251 - val_accuracy: 0.6292
Epoch 8/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8148 - accuracy: 0.7130 - val_loss: 1.0982 - val_accuracy: 0.6376
Epoch 9/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8131 - accuracy: 0.7116 - val_loss: 1.0988 - val_accuracy: 0.6324
Epoch 10/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8140 - accuracy: 0.7130 - val_loss: 1.0816 - val_accuracy: 0.6384
Epoch 11/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8115 - accuracy: 0.7162 - val_loss: 1.0765 - val_accuracy: 0.6410
Epoch 12/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8120 - accuracy: 0.7144 - val_loss: 1.0846 - val_accuracy: 0.6350
Epoch 13/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8089 - accuracy: 0.7131 - val_loss: 1.0977 - val_accuracy: 0.6396
Epoch 14/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8061 - accuracy: 0.7154 - val_loss: 1.0967 - val_accuracy: 0.6368
Epoch 15/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8080 - accuracy: 0.7152 - val_loss: 1.0943 - val_accuracy: 0.6408
Epoch 16/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8066 - accuracy: 0.7156 - val_loss: 1.0888 - val_accuracy: 0.6474
Epoch 17/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8098 - accuracy: 0.7142 - val_loss: 1.0925 - val_accuracy: 0.6370
Epoch 18/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8084 - accuracy: 0.7134 - val_loss: 1.0990 - val_accuracy: 0.6376
Epoch 19/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8055 - accuracy: 0.7159 - val_loss: 1.0847 - val_accuracy: 0.6428
Epoch 20/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8079 - accuracy: 0.7153 - val_loss: 1.1146 - val_accuracy: 0.6334
Epoch 21/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8070 - accuracy: 0.7147 - val_loss: 1.0970 - val_accuracy: 0.6380
Epoch 22/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8081 - accuracy: 0.7144 - val_loss: 1.0750 - val_accuracy: 0.6432
Epoch 23/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8056 - accuracy: 0.7160 - val_loss: 1.1252 - val_accuracy: 0.6316
Epoch 24/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8062 - accuracy: 0.7134 - val_loss: 1.0959 - val_accuracy: 0.6342
Epoch 25/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8043 - accuracy: 0.7155 - val_loss: 1.0903 - val_accuracy: 0.6352
Epoch 26/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8015 - accuracy: 0.7181 - val_loss: 1.1050 - val_accuracy: 0.6356
Epoch 27/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8032 - accuracy: 0.7171 - val_loss: 1.1102 - val_accuracy: 0.6386
Epoch 28/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8025 - accuracy: 0.7172 - val_loss: 1.0950 - val_accuracy: 0.6354
Epoch 29/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8024 - accuracy: 0.7161 - val_loss: 1.0991 - val_accuracy: 0.6378
Epoch 30/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8025 - accuracy: 0.7159 - val_loss: 1.0977 - val_accuracy: 0.6392
Epoch 31/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8030 - accuracy: 0.7156 - val_loss: 1.0977 - val_accuracy: 0.6384
Epoch 32/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8023 - accuracy: 0.7147 - val_loss: 1.1285 - val_accuracy: 0.6320
Epoch 33/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8015 - accuracy: 0.7149 - val_loss: 1.1510 - val_accuracy: 0.6308
Epoch 34/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8001 - accuracy: 0.7174 - val_loss: 1.1121 - val_accuracy: 0.6356
Epoch 35/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.8005 - accuracy: 0.7193 - val_loss: 1.0927 - val_accuracy: 0.6402
Epoch 36/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8003 - accuracy: 0.7158 - val_loss: 1.0852 - val_accuracy: 0.6390
Epoch 37/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8003 - accuracy: 0.7181 - val_loss: 1.1083 - val_accuracy: 0.6398
Epoch 38/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8009 - accuracy: 0.7175 - val_loss: 1.1182 - val_accuracy: 0.6398
Epoch 39/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7980 - accuracy: 0.7194 - val_loss: 1.0931 - val_accuracy: 0.6370
Epoch 40/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7965 - accuracy: 0.7207 - val_loss: 1.0940 - val_accuracy: 0.6410
Epoch 41/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7951 - accuracy: 0.7194 - val_loss: 1.1254 - val_accuracy: 0.6306
Epoch 42/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7957 - accuracy: 0.7203 - val_loss: 1.0989 - val_accuracy: 0.6394
Epoch 43/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7949 - accuracy: 0.7172 - val_loss: 1.1126 - val_accuracy: 0.6336
Epoch 44/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7972 - accuracy: 0.7183 - val_loss: 1.1221 - val_accuracy: 0.6336
Epoch 45/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7959 - accuracy: 0.7176 - val_loss: 1.1294 - val_accuracy: 0.6294
Epoch 46/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7959 - accuracy: 0.7170 - val_loss: 1.1094 - val_accuracy: 0.6356
Epoch 47/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7965 - accuracy: 0.7202 - val_loss: 1.1049 - val_accuracy: 0.6390
Epoch 48/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7969 - accuracy: 0.7178 - val_loss: 1.1545 - val_accuracy: 0.6288
Epoch 49/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7944 - accuracy: 0.7193 - val_loss: 1.1019 - val_accuracy: 0.6316
Epoch 50/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7930 - accuracy: 0.7186 - val_loss: 1.1033 - val_accuracy: 0.6380
Epoch 51/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7962 - accuracy: 0.7170 - val_loss: 1.0990 - val_accuracy: 0.6382
Epoch 52/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7920 - accuracy: 0.7192 - val_loss: 1.1090 - val_accuracy: 0.6404
Epoch 53/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7932 - accuracy: 0.7184 - val_loss: 1.1346 - val_accuracy: 0.6364
Epoch 54/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7922 - accuracy: 0.7185 - val_loss: 1.1099 - val_accuracy: 0.6418
Epoch 55/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7897 - accuracy: 0.7214 - val_loss: 1.1052 - val_accuracy: 0.6396
Epoch 56/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7951 - accuracy: 0.7192 - val_loss: 1.1260 - val_accuracy: 0.6362
Epoch 57/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7905 - accuracy: 0.7198 - val_loss: 1.1665 - val_accuracy: 0.6254
Epoch 58/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7893 - accuracy: 0.7210 - val_loss: 1.1138 - val_accuracy: 0.6404
Epoch 59/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7907 - accuracy: 0.7205 - val_loss: 1.1452 - val_accuracy: 0.6244
Epoch 60/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7881 - accuracy: 0.7210 - val_loss: 1.1221 - val_accuracy: 0.6348
Epoch 61/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7896 - accuracy: 0.7210 - val_loss: 1.1113 - val_accuracy: 0.6334
Epoch 62/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7879 - accuracy: 0.7210 - val_loss: 1.1377 - val_accuracy: 0.6256
Epoch 63/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7901 - accuracy: 0.7200 - val_loss: 1.1370 - val_accuracy: 0.6260
Epoch 64/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7898 - accuracy: 0.7188 - val_loss: 1.1247 - val_accuracy: 0.6348
Epoch 65/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7888 - accuracy: 0.7215 - val_loss: 1.1160 - val_accuracy: 0.6312
Epoch 66/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7896 - accuracy: 0.7196 - val_loss: 1.1151 - val_accuracy: 0.6384
Epoch 67/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7894 - accuracy: 0.7208 - val_loss: 1.1485 - val_accuracy: 0.6356
Epoch 68/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7862 - accuracy: 0.7204 - val_loss: 1.1307 - val_accuracy: 0.6400
Epoch 69/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7859 - accuracy: 0.7240 - val_loss: 1.1312 - val_accuracy: 0.6314
Epoch 70/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7871 - accuracy: 0.7224 - val_loss: 1.1719 - val_accuracy: 0.6220
Epoch 71/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7888 - accuracy: 0.7212 - val_loss: 1.1090 - val_accuracy: 0.6422
Epoch 72/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7864 - accuracy: 0.7216 - val_loss: 1.1138 - val_accuracy: 0.6382
Epoch 73/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7837 - accuracy: 0.7237 - val_loss: 1.1214 - val_accuracy: 0.6412
Epoch 74/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7858 - accuracy: 0.7208 - val_loss: 1.1147 - val_accuracy: 0.6352
Epoch 75/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7859 - accuracy: 0.7205 - val_loss: 1.1340 - val_accuracy: 0.6368
Epoch 76/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7841 - accuracy: 0.7222 - val_loss: 1.0905 - val_accuracy: 0.6402
Epoch 77/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7842 - accuracy: 0.7235 - val_loss: 1.1283 - val_accuracy: 0.6320
Epoch 78/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7820 - accuracy: 0.7241 - val_loss: 1.0993 - val_accuracy: 0.6464
Epoch 79/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7857 - accuracy: 0.7239 - val_loss: 1.1615 - val_accuracy: 0.6268
Epoch 80/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7830 - accuracy: 0.7218 - val_loss: 1.1116 - val_accuracy: 0.6382
Epoch 81/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7807 - accuracy: 0.7236 - val_loss: 1.1368 - val_accuracy: 0.6398
Epoch 82/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7853 - accuracy: 0.7220 - val_loss: 1.1159 - val_accuracy: 0.6390
Epoch 83/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7828 - accuracy: 0.7237 - val_loss: 1.1392 - val_accuracy: 0.6340
Epoch 84/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7833 - accuracy: 0.7202 - val_loss: 1.1112 - val_accuracy: 0.6350
Epoch 85/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7818 - accuracy: 0.7247 - val_loss: 1.1258 - val_accuracy: 0.6358
Epoch 86/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7832 - accuracy: 0.7232 - val_loss: 1.1280 - val_accuracy: 0.6394
Epoch 87/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7832 - accuracy: 0.7223 - val_loss: 1.1342 - val_accuracy: 0.6344
Epoch 88/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7792 - accuracy: 0.7252 - val_loss: 1.1397 - val_accuracy: 0.6322
Epoch 89/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7808 - accuracy: 0.7235 - val_loss: 1.1203 - val_accuracy: 0.6408
Epoch 90/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7816 - accuracy: 0.7233 - val_loss: 1.1268 - val_accuracy: 0.6316
Epoch 91/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7802 - accuracy: 0.7233 - val_loss: 1.1512 - val_accuracy: 0.6284
Epoch 92/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7763 - accuracy: 0.7246 - val_loss: 1.1369 - val_accuracy: 0.6376
Epoch 93/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7799 - accuracy: 0.7234 - val_loss: 1.1650 - val_accuracy: 0.6224
Epoch 94/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7768 - accuracy: 0.7241 - val_loss: 1.1364 - val_accuracy: 0.6358
Epoch 95/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7797 - accuracy: 0.7234 - val_loss: 1.1148 - val_accuracy: 0.6366
Epoch 96/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7786 - accuracy: 0.7238 - val_loss: 1.1514 - val_accuracy: 0.6280
Epoch 97/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7779 - accuracy: 0.7241 - val_loss: 1.1372 - val_accuracy: 0.6346
Epoch 98/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7762 - accuracy: 0.7238 - val_loss: 1.1595 - val_accuracy: 0.6298
Epoch 99/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7796 - accuracy: 0.7221 - val_loss: 1.1365 - val_accuracy: 0.6330
Epoch 100/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7790 - accuracy: 0.7234 - val_loss: 1.1342 - val_accuracy: 0.6306
Epoch 101/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7792 - accuracy: 0.7224 - val_loss: 1.1435 - val_accuracy: 0.6318
Epoch 102/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7772 - accuracy: 0.7236 - val_loss: 1.1322 - val_accuracy: 0.6320
Epoch 103/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7776 - accuracy: 0.7224 - val_loss: 1.1275 - val_accuracy: 0.6350
Epoch 104/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7781 - accuracy: 0.7227 - val_loss: 1.1429 - val_accuracy: 0.6320
Epoch 105/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7766 - accuracy: 0.7242 - val_loss: 1.1534 - val_accuracy: 0.6320
Epoch 106/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7749 - accuracy: 0.7251 - val_loss: 1.1292 - val_accuracy: 0.6412
Epoch 107/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7791 - accuracy: 0.7218 - val_loss: 1.1508 - val_accuracy: 0.6348
Epoch 108/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7753 - accuracy: 0.7272 - val_loss: 1.1323 - val_accuracy: 0.6362
Epoch 109/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7754 - accuracy: 0.7244 - val_loss: 1.1227 - val_accuracy: 0.6344
Epoch 110/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7740 - accuracy: 0.7252 - val_loss: 1.1449 - val_accuracy: 0.6320
Epoch 111/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7706 - accuracy: 0.7264 - val_loss: 1.1421 - val_accuracy: 0.6314
Epoch 112/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7754 - accuracy: 0.7267 - val_loss: 1.1468 - val_accuracy: 0.6348
Epoch 113/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7736 - accuracy: 0.7248 - val_loss: 1.1439 - val_accuracy: 0.6370
Epoch 114/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7759 - accuracy: 0.7241 - val_loss: 1.1521 - val_accuracy: 0.6324
Epoch 115/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7728 - accuracy: 0.7252 - val_loss: 1.1459 - val_accuracy: 0.6340
Epoch 116/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7727 - accuracy: 0.7252 - val_loss: 1.1324 - val_accuracy: 0.6348
Epoch 117/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7741 - accuracy: 0.7272 - val_loss: 1.1207 - val_accuracy: 0.6398
Epoch 118/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7729 - accuracy: 0.7247 - val_loss: 1.1542 - val_accuracy: 0.6238
Epoch 119/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7724 - accuracy: 0.7264 - val_loss: 1.1372 - val_accuracy: 0.6334
Epoch 120/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7717 - accuracy: 0.7271 - val_loss: 1.1607 - val_accuracy: 0.6252
Epoch 121/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7738 - accuracy: 0.7260 - val_loss: 1.1663 - val_accuracy: 0.6332
Epoch 122/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7737 - accuracy: 0.7238 - val_loss: 1.1424 - val_accuracy: 0.6368
Epoch 123/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7743 - accuracy: 0.7251 - val_loss: 1.1511 - val_accuracy: 0.6416
Epoch 124/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7718 - accuracy: 0.7267 - val_loss: 1.1369 - val_accuracy: 0.6296
Epoch 125/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7709 - accuracy: 0.7257 - val_loss: 1.2057 - val_accuracy: 0.6220
Epoch 126/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7694 - accuracy: 0.7288 - val_loss: 1.1650 - val_accuracy: 0.6272
Epoch 127/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7738 - accuracy: 0.7254 - val_loss: 1.1374 - val_accuracy: 0.6314
Epoch 128/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7678 - accuracy: 0.7270 - val_loss: 1.1272 - val_accuracy: 0.6412
Epoch 129/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7702 - accuracy: 0.7263 - val_loss: 1.1675 - val_accuracy: 0.6328
Epoch 130/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7691 - accuracy: 0.7274 - val_loss: 1.1481 - val_accuracy: 0.6324
Epoch 131/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7672 - accuracy: 0.7263 - val_loss: 1.1470 - val_accuracy: 0.6318
Epoch 132/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7738 - accuracy: 0.7264 - val_loss: 1.1346 - val_accuracy: 0.6290
Epoch 133/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7707 - accuracy: 0.7253 - val_loss: 1.1430 - val_accuracy: 0.6328
Epoch 134/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7715 - accuracy: 0.7263 - val_loss: 1.1262 - val_accuracy: 0.6350
Epoch 135/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7677 - accuracy: 0.7272 - val_loss: 1.1337 - val_accuracy: 0.6390
Epoch 136/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7686 - accuracy: 0.7268 - val_loss: 1.1527 - val_accuracy: 0.6336
Epoch 137/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7681 - accuracy: 0.7271 - val_loss: 1.1405 - val_accuracy: 0.6266
Epoch 138/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7682 - accuracy: 0.7258 - val_loss: 1.1289 - val_accuracy: 0.6360
Epoch 139/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7693 - accuracy: 0.7282 - val_loss: 1.1379 - val_accuracy: 0.6356
Epoch 140/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7698 - accuracy: 0.7264 - val_loss: 1.1272 - val_accuracy: 0.6374
Epoch 141/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7666 - accuracy: 0.7280 - val_loss: 1.1459 - val_accuracy: 0.6268
Epoch 142/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7677 - accuracy: 0.7284 - val_loss: 1.1462 - val_accuracy: 0.6288
Epoch 143/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7686 - accuracy: 0.7274 - val_loss: 1.1507 - val_accuracy: 0.6286
Epoch 144/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7677 - accuracy: 0.7265 - val_loss: 1.1263 - val_accuracy: 0.6376
Epoch 145/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7657 - accuracy: 0.7279 - val_loss: 1.1763 - val_accuracy: 0.6204
Epoch 146/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7679 - accuracy: 0.7262 - val_loss: 1.1584 - val_accuracy: 0.6272
Epoch 147/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7655 - accuracy: 0.7282 - val_loss: 1.1266 - val_accuracy: 0.6372
Epoch 148/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7666 - accuracy: 0.7278 - val_loss: 1.1482 - val_accuracy: 0.6342
Epoch 149/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7671 - accuracy: 0.7282 - val_loss: 1.1384 - val_accuracy: 0.6352
Epoch 150/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7672 - accuracy: 0.7259 - val_loss: 1.1596 - val_accuracy: 0.6292
Epoch 151/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7653 - accuracy: 0.7285 - val_loss: 1.1541 - val_accuracy: 0.6258
Epoch 152/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7665 - accuracy: 0.7285 - val_loss: 1.1457 - val_accuracy: 0.6300
Epoch 153/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7674 - accuracy: 0.7279 - val_loss: 1.1548 - val_accuracy: 0.6324
Epoch 154/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7656 - accuracy: 0.7278 - val_loss: 1.1672 - val_accuracy: 0.6216
Epoch 155/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7660 - accuracy: 0.7279 - val_loss: 1.1544 - val_accuracy: 0.6276
Epoch 156/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7657 - accuracy: 0.7264 - val_loss: 1.1396 - val_accuracy: 0.6340
Epoch 157/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7667 - accuracy: 0.7280 - val_loss: 1.1334 - val_accuracy: 0.6394
Epoch 158/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7635 - accuracy: 0.7302 - val_loss: 1.1508 - val_accuracy: 0.6308
Epoch 159/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7670 - accuracy: 0.7276 - val_loss: 1.1525 - val_accuracy: 0.6252
Epoch 160/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7658 - accuracy: 0.7271 - val_loss: 1.1437 - val_accuracy: 0.6340
Epoch 161/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7643 - accuracy: 0.7295 - val_loss: 1.1539 - val_accuracy: 0.6266
Epoch 162/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7644 - accuracy: 0.7274 - val_loss: 1.1442 - val_accuracy: 0.6276
Epoch 163/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7646 - accuracy: 0.7282 - val_loss: 1.1581 - val_accuracy: 0.6266
Epoch 164/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7643 - accuracy: 0.7281 - val_loss: 1.1430 - val_accuracy: 0.6358
Epoch 165/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7637 - accuracy: 0.7268 - val_loss: 1.1718 - val_accuracy: 0.6308
Epoch 166/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7649 - accuracy: 0.7295 - val_loss: 1.1294 - val_accuracy: 0.6334
Epoch 167/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7620 - accuracy: 0.7314 - val_loss: 1.1514 - val_accuracy: 0.6326
Epoch 168/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7611 - accuracy: 0.7305 - val_loss: 1.1398 - val_accuracy: 0.6416
Epoch 169/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7649 - accuracy: 0.7297 - val_loss: 1.1468 - val_accuracy: 0.6298
Epoch 170/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7623 - accuracy: 0.7298 - val_loss: 1.1663 - val_accuracy: 0.6226
Epoch 171/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7636 - accuracy: 0.7290 - val_loss: 1.1512 - val_accuracy: 0.6354
Epoch 172/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7630 - accuracy: 0.7290 - val_loss: 1.1621 - val_accuracy: 0.6306
Epoch 173/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7615 - accuracy: 0.7285 - val_loss: 1.1410 - val_accuracy: 0.6370
Epoch 174/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7599 - accuracy: 0.7298 - val_loss: 1.1469 - val_accuracy: 0.6322
Epoch 175/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7615 - accuracy: 0.7290 - val_loss: 1.1577 - val_accuracy: 0.6254
Epoch 176/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7627 - accuracy: 0.7288 - val_loss: 1.1461 - val_accuracy: 0.6320
Epoch 177/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7633 - accuracy: 0.7295 - val_loss: 1.1655 - val_accuracy: 0.6188
Epoch 178/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7633 - accuracy: 0.7294 - val_loss: 1.1379 - val_accuracy: 0.6328
Epoch 179/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7631 - accuracy: 0.7274 - val_loss: 1.1651 - val_accuracy: 0.6330
Epoch 180/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7601 - accuracy: 0.7303 - val_loss: 1.1590 - val_accuracy: 0.6320
Epoch 181/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7612 - accuracy: 0.7295 - val_loss: 1.1953 - val_accuracy: 0.6200
Epoch 182/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7608 - accuracy: 0.7307 - val_loss: 1.1789 - val_accuracy: 0.6318
Epoch 183/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7605 - accuracy: 0.7296 - val_loss: 1.1618 - val_accuracy: 0.6290
Epoch 184/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7626 - accuracy: 0.7298 - val_loss: 1.1640 - val_accuracy: 0.6314
Epoch 185/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7629 - accuracy: 0.7288 - val_loss: 1.1514 - val_accuracy: 0.6286
Epoch 186/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7612 - accuracy: 0.7292 - val_loss: 1.1373 - val_accuracy: 0.6308
Epoch 187/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7598 - accuracy: 0.7293 - val_loss: 1.1603 - val_accuracy: 0.6296
Epoch 188/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7615 - accuracy: 0.7298 - val_loss: 1.1431 - val_accuracy: 0.6346
Epoch 189/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7615 - accuracy: 0.7282 - val_loss: 1.1495 - val_accuracy: 0.6352
Epoch 190/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7584 - accuracy: 0.7312 - val_loss: 1.1568 - val_accuracy: 0.6250
Epoch 191/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7636 - accuracy: 0.7281 - val_loss: 1.1405 - val_accuracy: 0.6354
Epoch 192/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7597 - accuracy: 0.7294 - val_loss: 1.1668 - val_accuracy: 0.6290
Epoch 193/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7630 - accuracy: 0.7283 - val_loss: 1.1663 - val_accuracy: 0.6324
Epoch 194/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7602 - accuracy: 0.7316 - val_loss: 1.1430 - val_accuracy: 0.6358
Epoch 195/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7606 - accuracy: 0.7307 - val_loss: 1.1527 - val_accuracy: 0.6340
Epoch 196/200
1407/1407 [==============================] - 4s 3ms/step - loss: 0.7594 - accuracy: 0.7298 - val_loss: 1.1786 - val_accuracy: 0.6290
Epoch 197/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7602 - accuracy: 0.7291 - val_loss: 1.1619 - val_accuracy: 0.6354
Epoch 198/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7586 - accuracy: 0.7316 - val_loss: 1.1467 - val_accuracy: 0.6354
Epoch 199/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7610 - accuracy: 0.7276 - val_loss: 1.1447 - val_accuracy: 0.6268
Epoch 200/200
1407/1407 [==============================] - 5s 3ms/step - loss: 0.7592 - accuracy: 0.7307 - val_loss: 1.1598 - val_accuracy: 0.6362
In [16]:
# Plot validation accuracy over epochs
plt.figure(figsize=(10, 6))
plt.plot(history.history['val_accuracy'])
plt.title('Validation Accuracy Over Epochs')
plt.xlabel('Epoch')
plt.ylabel('Validation Accuracy')
plt.grid(True)
plt.show()

Classifier using augmented dataset¶

In [17]:
# augmented data set 1 : brightening every pixel by one
# Brighten every pixel in every image by 10%
aug_set_1 = np.minimum(1.1 * X_train_normalized, 1)

# Darken every pixel in every image by 10%
aug_set_2 = 0.9 * X_train_normalized

# Flip all images horizontally (mirrored)
aug_set_3 = np.flip(X_train_normalized, axis=2)

aug_set_4 = X_train_normalized
In [18]:
import matplotlib.pyplot as plt


num_images_to_visualize = 2

for i in range(num_images_to_visualize):
    plt.figure(figsize=(2, 2))
    plt.imshow(aug_set_1[i].reshape(32, 32, 3))
    plt.axis('off')
    plt.title(f'Augmented Image {i+1}')
    plt.show()
In [19]:
num_images_to_visualize = 2

for i in range(num_images_to_visualize):
    plt.figure(figsize=(2, 2))
    plt.imshow(aug_set_3[i].reshape(32, 32, 3))
    plt.axis('off')
    plt.title(f'Darkened Image {i+1}')
    plt.show()
In [ ]:
X_train_normalized.shape
In [20]:
merged_augmented_data = np.concatenate([aug_set_1, aug_set_2, aug_set_3, aug_set_4], axis=0)
In [ ]:
del aug_set_1, aug_set_2, aug_set_3, aug_set_4
In [21]:
merged_augmented_data.shape
Out[21]:
(180000, 32, 32, 3)
In [22]:
merged_augmented_data_new = (merged_augmented_data + 1) / 2
In [23]:
# Stack up three copies of y_train below itself
y_train_stacked = np.concatenate([y_train] * 4)
In [ ]:
y_train_stacked.shape
In [24]:
# Initialize the model
model_2 = Sequential()

# 1st 2D Convolutional Layer with 10 kernels of size 5x5x3 and ReLU activation
model_2.add(Conv2D(10, (5, 5), strides=(1, 1), input_shape=(32, 32, 3), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_2.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# 2nd 2D Convolutional Layer with 10 kernels of size 5x5x10 and ReLU activation
model_2.add(Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_2.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# Flatten the final feature map before the fully connected layers
model_2.add(Flatten())

# 1st Fully Connected Layer with 20 neurons and ReLU activation
model_2.add(Dense(20, activation='relu', kernel_initializer=he_normal()))

# 2nd Fully Connected Layer with 10 neurons for softmax activation (10 classes)
model_2.add(Dense(10, activation='softmax', kernel_initializer=he_normal()))

# Compile the model
model_2.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Print the model summary
model_2.summary()

Model: "sequential_1"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_2 (Conv2D)           (None, 28, 28, 10)        760       
                                                                 
 max_pooling2d_2 (MaxPoolin  (None, 14, 14, 10)        0         
 g2D)                                                            
                                                                 
 conv2d_3 (Conv2D)           (None, 10, 10, 10)        2510      
                                                                 
 max_pooling2d_3 (MaxPoolin  (None, 5, 5, 10)          0         
 g2D)                                                            
                                                                 
 flatten_1 (Flatten)         (None, 250)               0         
                                                                 
 dense_2 (Dense)             (None, 20)                5020      
                                                                 
 dense_3 (Dense)             (None, 10)                210       
                                                                 
=================================================================
Total params: 8500 (33.20 KB)
Trainable params: 8500 (33.20 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [26]:
model_2.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])


history_2 = model_2.fit(merged_augmented_data_new, y_train_stacked, epochs=200, batch_size=256, validation_data=(X_validation_normalized_new, y_validation))

Epoch 1/200
704/704 [==============================] - 5s 5ms/step - loss: 2.1565 - accuracy: 0.2000 - val_loss: 2.5067 - val_accuracy: 0.2048
Epoch 2/200
704/704 [==============================] - 3s 4ms/step - loss: 1.9727 - accuracy: 0.2646 - val_loss: 2.4849 - val_accuracy: 0.2236
Epoch 3/200
704/704 [==============================] - 3s 4ms/step - loss: 1.9088 - accuracy: 0.2815 - val_loss: 2.7140 - val_accuracy: 0.2350
Epoch 4/200
704/704 [==============================] - 3s 4ms/step - loss: 1.8640 - accuracy: 0.2988 - val_loss: 2.9057 - val_accuracy: 0.2448
Epoch 5/200
704/704 [==============================] - 3s 4ms/step - loss: 1.8310 - accuracy: 0.3115 - val_loss: 3.2529 - val_accuracy: 0.2300
Epoch 6/200
704/704 [==============================] - 3s 4ms/step - loss: 1.8005 - accuracy: 0.3226 - val_loss: 4.6072 - val_accuracy: 0.1848
Epoch 7/200
704/704 [==============================] - 3s 4ms/step - loss: 1.6879 - accuracy: 0.3759 - val_loss: 6.6093 - val_accuracy: 0.1600
Epoch 8/200
704/704 [==============================] - 3s 4ms/step - loss: 1.6009 - accuracy: 0.4126 - val_loss: 5.8530 - val_accuracy: 0.1948
Epoch 9/200
704/704 [==============================] - 3s 4ms/step - loss: 1.5203 - accuracy: 0.4451 - val_loss: 5.2974 - val_accuracy: 0.2190
Epoch 10/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4842 - accuracy: 0.4607 - val_loss: 5.5832 - val_accuracy: 0.2274
Epoch 11/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4603 - accuracy: 0.4696 - val_loss: 5.3311 - val_accuracy: 0.2456
Epoch 12/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4448 - accuracy: 0.4770 - val_loss: 5.6710 - val_accuracy: 0.2414
Epoch 13/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4321 - accuracy: 0.4832 - val_loss: 5.4475 - val_accuracy: 0.2620
Epoch 14/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4232 - accuracy: 0.4874 - val_loss: 5.5498 - val_accuracy: 0.2666
Epoch 15/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4121 - accuracy: 0.4914 - val_loss: 5.6359 - val_accuracy: 0.2628
Epoch 16/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4053 - accuracy: 0.4935 - val_loss: 5.6706 - val_accuracy: 0.2674
Epoch 17/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4043 - accuracy: 0.4935 - val_loss: 5.7836 - val_accuracy: 0.2768
Epoch 18/200
704/704 [==============================] - 3s 4ms/step - loss: 1.4003 - accuracy: 0.4952 - val_loss: 5.2082 - val_accuracy: 0.2996
Epoch 19/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3898 - accuracy: 0.4987 - val_loss: 5.6546 - val_accuracy: 0.2862
Epoch 20/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3870 - accuracy: 0.5010 - val_loss: 6.4633 - val_accuracy: 0.2544
Epoch 21/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3846 - accuracy: 0.5018 - val_loss: 6.3016 - val_accuracy: 0.2722
Epoch 22/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3796 - accuracy: 0.5039 - val_loss: 5.3438 - val_accuracy: 0.2986
Epoch 23/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3730 - accuracy: 0.5066 - val_loss: 5.8098 - val_accuracy: 0.2856
Epoch 24/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3700 - accuracy: 0.5067 - val_loss: 5.8406 - val_accuracy: 0.2900
Epoch 25/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3662 - accuracy: 0.5087 - val_loss: 5.6067 - val_accuracy: 0.3096
Epoch 26/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3666 - accuracy: 0.5094 - val_loss: 5.4209 - val_accuracy: 0.3014
Epoch 27/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3606 - accuracy: 0.5116 - val_loss: 5.6575 - val_accuracy: 0.3036
Epoch 28/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3562 - accuracy: 0.5129 - val_loss: 5.7782 - val_accuracy: 0.2962
Epoch 29/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3542 - accuracy: 0.5138 - val_loss: 5.6990 - val_accuracy: 0.3014
Epoch 30/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3576 - accuracy: 0.5133 - val_loss: 5.4497 - val_accuracy: 0.3104
Epoch 31/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3476 - accuracy: 0.5166 - val_loss: 5.5662 - val_accuracy: 0.3076
Epoch 32/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3476 - accuracy: 0.5179 - val_loss: 5.4931 - val_accuracy: 0.3136
Epoch 33/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3450 - accuracy: 0.5187 - val_loss: 5.8980 - val_accuracy: 0.2928
Epoch 34/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3432 - accuracy: 0.5184 - val_loss: 5.8099 - val_accuracy: 0.2976
Epoch 35/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3411 - accuracy: 0.5197 - val_loss: 5.4865 - val_accuracy: 0.3162
Epoch 36/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3388 - accuracy: 0.5205 - val_loss: 5.5396 - val_accuracy: 0.3144
Epoch 37/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3392 - accuracy: 0.5204 - val_loss: 5.7841 - val_accuracy: 0.2986
Epoch 38/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3329 - accuracy: 0.5230 - val_loss: 5.4415 - val_accuracy: 0.3202
Epoch 39/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3291 - accuracy: 0.5238 - val_loss: 5.7217 - val_accuracy: 0.3094
Epoch 40/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3282 - accuracy: 0.5246 - val_loss: 6.0872 - val_accuracy: 0.2988
Epoch 41/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3270 - accuracy: 0.5258 - val_loss: 5.3859 - val_accuracy: 0.3176
Epoch 42/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3233 - accuracy: 0.5263 - val_loss: 5.8168 - val_accuracy: 0.3000
Epoch 43/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3216 - accuracy: 0.5261 - val_loss: 5.4659 - val_accuracy: 0.3202
Epoch 44/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3223 - accuracy: 0.5260 - val_loss: 5.9271 - val_accuracy: 0.2968
Epoch 45/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3185 - accuracy: 0.5282 - val_loss: 5.7723 - val_accuracy: 0.2974
Epoch 46/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3161 - accuracy: 0.5282 - val_loss: 5.6386 - val_accuracy: 0.3112
Epoch 47/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3141 - accuracy: 0.5279 - val_loss: 6.1902 - val_accuracy: 0.2942
Epoch 48/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3125 - accuracy: 0.5300 - val_loss: 6.0069 - val_accuracy: 0.3014
Epoch 49/200
704/704 [==============================] - 3s 4ms/step - loss: 1.3094 - accuracy: 0.5301 - val_loss: 6.1437 - val_accuracy: 0.2898
Epoch 50/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2979 - accuracy: 0.5347 - val_loss: 5.8131 - val_accuracy: 0.3008
Epoch 51/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2904 - accuracy: 0.5378 - val_loss: 5.2288 - val_accuracy: 0.3366
Epoch 52/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2815 - accuracy: 0.5410 - val_loss: 6.0617 - val_accuracy: 0.3054
Epoch 53/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2768 - accuracy: 0.5432 - val_loss: 5.8114 - val_accuracy: 0.3112
Epoch 54/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2739 - accuracy: 0.5438 - val_loss: 5.9583 - val_accuracy: 0.3126
Epoch 55/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2677 - accuracy: 0.5456 - val_loss: 5.8068 - val_accuracy: 0.3226
Epoch 56/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2671 - accuracy: 0.5462 - val_loss: 5.9493 - val_accuracy: 0.3190
Epoch 57/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2630 - accuracy: 0.5486 - val_loss: 5.6281 - val_accuracy: 0.3280
Epoch 58/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2589 - accuracy: 0.5498 - val_loss: 5.5962 - val_accuracy: 0.3348
Epoch 59/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2614 - accuracy: 0.5490 - val_loss: 5.3899 - val_accuracy: 0.3342
Epoch 60/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2579 - accuracy: 0.5497 - val_loss: 5.8915 - val_accuracy: 0.3144
Epoch 61/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2540 - accuracy: 0.5522 - val_loss: 5.8575 - val_accuracy: 0.3194
Epoch 62/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2514 - accuracy: 0.5523 - val_loss: 5.9797 - val_accuracy: 0.3214
Epoch 63/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2526 - accuracy: 0.5527 - val_loss: 6.1511 - val_accuracy: 0.3158
Epoch 64/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2476 - accuracy: 0.5542 - val_loss: 5.7471 - val_accuracy: 0.3272
Epoch 65/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2445 - accuracy: 0.5545 - val_loss: 5.5059 - val_accuracy: 0.3390
Epoch 66/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2480 - accuracy: 0.5548 - val_loss: 5.7122 - val_accuracy: 0.3252
Epoch 67/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2414 - accuracy: 0.5560 - val_loss: 6.1832 - val_accuracy: 0.3114
Epoch 68/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2425 - accuracy: 0.5558 - val_loss: 6.8161 - val_accuracy: 0.2884
Epoch 69/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2394 - accuracy: 0.5578 - val_loss: 5.9301 - val_accuracy: 0.3218
Epoch 70/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2364 - accuracy: 0.5579 - val_loss: 6.4279 - val_accuracy: 0.3014
Epoch 71/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2376 - accuracy: 0.5584 - val_loss: 5.9538 - val_accuracy: 0.3216
Epoch 72/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2369 - accuracy: 0.5584 - val_loss: 6.1186 - val_accuracy: 0.3134
Epoch 73/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2340 - accuracy: 0.5599 - val_loss: 5.8713 - val_accuracy: 0.3250
Epoch 74/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2326 - accuracy: 0.5601 - val_loss: 6.7749 - val_accuracy: 0.2910
Epoch 75/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2338 - accuracy: 0.5585 - val_loss: 6.2896 - val_accuracy: 0.3070
Epoch 76/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2318 - accuracy: 0.5595 - val_loss: 6.3553 - val_accuracy: 0.3062
Epoch 77/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2303 - accuracy: 0.5599 - val_loss: 6.0924 - val_accuracy: 0.3182
Epoch 78/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2298 - accuracy: 0.5616 - val_loss: 6.6190 - val_accuracy: 0.2988
Epoch 79/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2272 - accuracy: 0.5622 - val_loss: 6.1640 - val_accuracy: 0.3208
Epoch 80/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2281 - accuracy: 0.5615 - val_loss: 6.3405 - val_accuracy: 0.3140
Epoch 81/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2250 - accuracy: 0.5620 - val_loss: 6.6007 - val_accuracy: 0.3050
Epoch 82/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2181 - accuracy: 0.5644 - val_loss: 5.8907 - val_accuracy: 0.3284
Epoch 83/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2131 - accuracy: 0.5672 - val_loss: 5.8397 - val_accuracy: 0.3342
Epoch 84/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2081 - accuracy: 0.5680 - val_loss: 6.1085 - val_accuracy: 0.3292
Epoch 85/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2083 - accuracy: 0.5683 - val_loss: 6.1099 - val_accuracy: 0.3272
Epoch 86/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2010 - accuracy: 0.5712 - val_loss: 5.7173 - val_accuracy: 0.3420
Epoch 87/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2015 - accuracy: 0.5712 - val_loss: 5.3906 - val_accuracy: 0.3516
Epoch 88/200
704/704 [==============================] - 3s 4ms/step - loss: 1.2017 - accuracy: 0.5720 - val_loss: 5.5929 - val_accuracy: 0.3466
Epoch 89/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1973 - accuracy: 0.5724 - val_loss: 5.8343 - val_accuracy: 0.3448
Epoch 90/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1959 - accuracy: 0.5740 - val_loss: 5.9148 - val_accuracy: 0.3428
Epoch 91/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1965 - accuracy: 0.5736 - val_loss: 5.5343 - val_accuracy: 0.3478
Epoch 92/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1963 - accuracy: 0.5740 - val_loss: 5.9888 - val_accuracy: 0.3290
Epoch 93/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1888 - accuracy: 0.5759 - val_loss: 6.1340 - val_accuracy: 0.3338
Epoch 94/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1901 - accuracy: 0.5756 - val_loss: 5.5816 - val_accuracy: 0.3528
Epoch 95/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1864 - accuracy: 0.5768 - val_loss: 5.8905 - val_accuracy: 0.3396
Epoch 96/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1933 - accuracy: 0.5746 - val_loss: 5.8249 - val_accuracy: 0.3368
Epoch 97/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1860 - accuracy: 0.5780 - val_loss: 5.8837 - val_accuracy: 0.3444
Epoch 98/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1865 - accuracy: 0.5780 - val_loss: 5.8157 - val_accuracy: 0.3460
Epoch 99/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1855 - accuracy: 0.5782 - val_loss: 6.0115 - val_accuracy: 0.3434
Epoch 100/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1867 - accuracy: 0.5771 - val_loss: 6.1278 - val_accuracy: 0.3386
Epoch 101/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1839 - accuracy: 0.5782 - val_loss: 6.0926 - val_accuracy: 0.3398
Epoch 102/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1818 - accuracy: 0.5799 - val_loss: 5.8833 - val_accuracy: 0.3384
Epoch 103/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1815 - accuracy: 0.5802 - val_loss: 6.2040 - val_accuracy: 0.3398
Epoch 104/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1803 - accuracy: 0.5797 - val_loss: 6.0333 - val_accuracy: 0.3362
Epoch 105/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1797 - accuracy: 0.5808 - val_loss: 5.7829 - val_accuracy: 0.3570
Epoch 106/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1766 - accuracy: 0.5819 - val_loss: 6.4545 - val_accuracy: 0.3254
Epoch 107/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1789 - accuracy: 0.5812 - val_loss: 6.0574 - val_accuracy: 0.3490
Epoch 108/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1758 - accuracy: 0.5822 - val_loss: 5.5684 - val_accuracy: 0.3636
Epoch 109/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1783 - accuracy: 0.5820 - val_loss: 6.2381 - val_accuracy: 0.3346
Epoch 110/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1745 - accuracy: 0.5821 - val_loss: 6.4202 - val_accuracy: 0.3330
Epoch 111/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1737 - accuracy: 0.5840 - val_loss: 5.9608 - val_accuracy: 0.3556
Epoch 112/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1729 - accuracy: 0.5835 - val_loss: 6.1853 - val_accuracy: 0.3386
Epoch 113/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1723 - accuracy: 0.5844 - val_loss: 6.1341 - val_accuracy: 0.3432
Epoch 114/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1715 - accuracy: 0.5841 - val_loss: 6.1515 - val_accuracy: 0.3562
Epoch 115/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1692 - accuracy: 0.5848 - val_loss: 5.7014 - val_accuracy: 0.3612
Epoch 116/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1716 - accuracy: 0.5845 - val_loss: 6.2025 - val_accuracy: 0.3416
Epoch 117/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1705 - accuracy: 0.5843 - val_loss: 6.4913 - val_accuracy: 0.3392
Epoch 118/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1719 - accuracy: 0.5837 - val_loss: 6.5615 - val_accuracy: 0.3412
Epoch 119/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1672 - accuracy: 0.5862 - val_loss: 6.2754 - val_accuracy: 0.3388
Epoch 120/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1674 - accuracy: 0.5860 - val_loss: 5.9755 - val_accuracy: 0.3538
Epoch 121/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1677 - accuracy: 0.5852 - val_loss: 5.8998 - val_accuracy: 0.3516
Epoch 122/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1660 - accuracy: 0.5864 - val_loss: 6.1336 - val_accuracy: 0.3442
Epoch 123/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1670 - accuracy: 0.5865 - val_loss: 6.0709 - val_accuracy: 0.3478
Epoch 124/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1674 - accuracy: 0.5858 - val_loss: 6.5423 - val_accuracy: 0.3384
Epoch 125/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1702 - accuracy: 0.5853 - val_loss: 6.2623 - val_accuracy: 0.3432
Epoch 126/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1620 - accuracy: 0.5882 - val_loss: 6.1289 - val_accuracy: 0.3524
Epoch 127/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1623 - accuracy: 0.5872 - val_loss: 6.6402 - val_accuracy: 0.3286
Epoch 128/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1612 - accuracy: 0.5883 - val_loss: 6.5412 - val_accuracy: 0.3428
Epoch 129/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1588 - accuracy: 0.5889 - val_loss: 6.0616 - val_accuracy: 0.3462
Epoch 130/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1622 - accuracy: 0.5872 - val_loss: 6.0771 - val_accuracy: 0.3518
Epoch 131/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1615 - accuracy: 0.5877 - val_loss: 5.9918 - val_accuracy: 0.3518
Epoch 132/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1583 - accuracy: 0.5889 - val_loss: 6.1205 - val_accuracy: 0.3500
Epoch 133/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1596 - accuracy: 0.5890 - val_loss: 6.1857 - val_accuracy: 0.3474
Epoch 134/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1588 - accuracy: 0.5880 - val_loss: 6.0390 - val_accuracy: 0.3550
Epoch 135/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1555 - accuracy: 0.5904 - val_loss: 5.9357 - val_accuracy: 0.3594
Epoch 136/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1550 - accuracy: 0.5907 - val_loss: 6.1597 - val_accuracy: 0.3492
Epoch 137/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1551 - accuracy: 0.5889 - val_loss: 5.7981 - val_accuracy: 0.3646
Epoch 138/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1562 - accuracy: 0.5894 - val_loss: 6.1899 - val_accuracy: 0.3482
Epoch 139/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1537 - accuracy: 0.5917 - val_loss: 6.5957 - val_accuracy: 0.3394
Epoch 140/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1533 - accuracy: 0.5905 - val_loss: 6.0615 - val_accuracy: 0.3576
Epoch 141/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1510 - accuracy: 0.5913 - val_loss: 5.9951 - val_accuracy: 0.3552
Epoch 142/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1515 - accuracy: 0.5926 - val_loss: 6.0379 - val_accuracy: 0.3582
Epoch 143/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1505 - accuracy: 0.5924 - val_loss: 6.0756 - val_accuracy: 0.3592
Epoch 144/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1507 - accuracy: 0.5913 - val_loss: 6.4809 - val_accuracy: 0.3410
Epoch 145/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1520 - accuracy: 0.5910 - val_loss: 6.7145 - val_accuracy: 0.3346
Epoch 146/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1502 - accuracy: 0.5927 - val_loss: 6.1561 - val_accuracy: 0.3546
Epoch 147/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1471 - accuracy: 0.5929 - val_loss: 5.9225 - val_accuracy: 0.3650
Epoch 148/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1487 - accuracy: 0.5932 - val_loss: 6.0977 - val_accuracy: 0.3498
Epoch 149/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1487 - accuracy: 0.5928 - val_loss: 6.3694 - val_accuracy: 0.3442
Epoch 150/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1457 - accuracy: 0.5930 - val_loss: 6.3820 - val_accuracy: 0.3420
Epoch 151/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1468 - accuracy: 0.5937 - val_loss: 6.3832 - val_accuracy: 0.3422
Epoch 152/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1485 - accuracy: 0.5928 - val_loss: 6.0913 - val_accuracy: 0.3612
Epoch 153/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1454 - accuracy: 0.5946 - val_loss: 5.6698 - val_accuracy: 0.3690
Epoch 154/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1442 - accuracy: 0.5948 - val_loss: 5.8455 - val_accuracy: 0.3668
Epoch 155/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1471 - accuracy: 0.5935 - val_loss: 6.8204 - val_accuracy: 0.3338
Epoch 156/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1449 - accuracy: 0.5940 - val_loss: 6.2898 - val_accuracy: 0.3512
Epoch 157/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1421 - accuracy: 0.5952 - val_loss: 6.0211 - val_accuracy: 0.3632
Epoch 158/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1432 - accuracy: 0.5952 - val_loss: 6.3641 - val_accuracy: 0.3508
Epoch 159/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1423 - accuracy: 0.5954 - val_loss: 6.3153 - val_accuracy: 0.3512
Epoch 160/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1400 - accuracy: 0.5963 - val_loss: 6.4126 - val_accuracy: 0.3458
Epoch 161/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1392 - accuracy: 0.5964 - val_loss: 6.1902 - val_accuracy: 0.3554
Epoch 162/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1393 - accuracy: 0.5967 - val_loss: 6.2772 - val_accuracy: 0.3496
Epoch 163/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1377 - accuracy: 0.5973 - val_loss: 6.8410 - val_accuracy: 0.3300
Epoch 164/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1409 - accuracy: 0.5964 - val_loss: 5.7716 - val_accuracy: 0.3738
Epoch 165/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1371 - accuracy: 0.5970 - val_loss: 6.6589 - val_accuracy: 0.3480
Epoch 166/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1369 - accuracy: 0.5975 - val_loss: 6.3963 - val_accuracy: 0.3444
Epoch 167/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1356 - accuracy: 0.5975 - val_loss: 6.4608 - val_accuracy: 0.3456
Epoch 168/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1382 - accuracy: 0.5967 - val_loss: 6.3202 - val_accuracy: 0.3478
Epoch 169/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1314 - accuracy: 0.5998 - val_loss: 7.0716 - val_accuracy: 0.3268
Epoch 170/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1299 - accuracy: 0.6002 - val_loss: 6.6046 - val_accuracy: 0.3464
Epoch 171/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1286 - accuracy: 0.6001 - val_loss: 6.9192 - val_accuracy: 0.3324
Epoch 172/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1263 - accuracy: 0.6020 - val_loss: 6.6989 - val_accuracy: 0.3354
Epoch 173/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1267 - accuracy: 0.6011 - val_loss: 5.9613 - val_accuracy: 0.3704
Epoch 174/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1231 - accuracy: 0.6022 - val_loss: 6.1217 - val_accuracy: 0.3710
Epoch 175/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1219 - accuracy: 0.6034 - val_loss: 5.9835 - val_accuracy: 0.3730
Epoch 176/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1209 - accuracy: 0.6036 - val_loss: 6.2403 - val_accuracy: 0.3662
Epoch 177/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1165 - accuracy: 0.6044 - val_loss: 6.4105 - val_accuracy: 0.3586
Epoch 178/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1158 - accuracy: 0.6057 - val_loss: 6.2298 - val_accuracy: 0.3634
Epoch 179/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1192 - accuracy: 0.6046 - val_loss: 5.7774 - val_accuracy: 0.3788
Epoch 180/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1165 - accuracy: 0.6065 - val_loss: 6.2055 - val_accuracy: 0.3600
Epoch 181/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1126 - accuracy: 0.6071 - val_loss: 6.3720 - val_accuracy: 0.3574
Epoch 182/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1115 - accuracy: 0.6080 - val_loss: 6.3440 - val_accuracy: 0.3638
Epoch 183/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1109 - accuracy: 0.6084 - val_loss: 6.3912 - val_accuracy: 0.3618
Epoch 184/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1108 - accuracy: 0.6081 - val_loss: 6.4266 - val_accuracy: 0.3616
Epoch 185/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1126 - accuracy: 0.6076 - val_loss: 6.1465 - val_accuracy: 0.3706
Epoch 186/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1064 - accuracy: 0.6100 - val_loss: 5.9568 - val_accuracy: 0.3802
Epoch 187/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1105 - accuracy: 0.6095 - val_loss: 6.4813 - val_accuracy: 0.3568
Epoch 188/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1066 - accuracy: 0.6099 - val_loss: 7.1424 - val_accuracy: 0.3394
Epoch 189/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1050 - accuracy: 0.6104 - val_loss: 5.9317 - val_accuracy: 0.3806
Epoch 190/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1065 - accuracy: 0.6093 - val_loss: 6.4453 - val_accuracy: 0.3618
Epoch 191/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1049 - accuracy: 0.6102 - val_loss: 6.1818 - val_accuracy: 0.3722
Epoch 192/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1048 - accuracy: 0.6117 - val_loss: 6.4430 - val_accuracy: 0.3598
Epoch 193/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1009 - accuracy: 0.6122 - val_loss: 6.7783 - val_accuracy: 0.3590
Epoch 194/200
704/704 [==============================] - 3s 4ms/step - loss: 1.1018 - accuracy: 0.6126 - val_loss: 6.1516 - val_accuracy: 0.3754
Epoch 195/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0991 - accuracy: 0.6138 - val_loss: 7.2747 - val_accuracy: 0.3356
Epoch 196/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0993 - accuracy: 0.6137 - val_loss: 6.1964 - val_accuracy: 0.3812
Epoch 197/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0957 - accuracy: 0.6150 - val_loss: 6.5093 - val_accuracy: 0.3710
Epoch 198/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0961 - accuracy: 0.6150 - val_loss: 5.8682 - val_accuracy: 0.3894
Epoch 199/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0939 - accuracy: 0.6152 - val_loss: 6.5335 - val_accuracy: 0.3638
Epoch 200/200
704/704 [==============================] - 3s 4ms/step - loss: 1.0937 - accuracy: 0.6148 - val_loss: 6.1183 - val_accuracy: 0.3770
In [91]:
import matplotlib.pyplot as plt

# Assuming you have compiled and trained your models and obtained the history objects 'history_2' and 'history'

# Plot validation accuracy and training accuracy over epochs
plt.figure(figsize=(10, 6))
plt.plot(history_2.history['val_accuracy'], label='Augmented', color='green')
plt.plot(history.history['accuracy'], label='Baseline', color='blue')
plt.title('Validation and Training Accuracy Over Epochs')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.legend()
plt.grid(True)
plt.show()

conclusions:¶

  • The augmented model should outperform the baseline but here it is not seen that.
  • Possible reasons can be :
  • Overfitting: Augmenting the data increases its size and diversity, but it also increases the risk of overfitting, especially if the model is complex. The model might become too specific to the augmented training data and fail to generalize well to unseen data.

Augmentation Quality: The quality of data augmentation matters. If the augmentation techniques are not applied correctly or if they distort the original data too much, the model might have difficulty learning meaningful patterns from the augmented images.

Hyperparameters: The learning rate, batch size, and other hyperparameters used during training can significantly affect the model's performance. These hyperparameters might need to be tuned differently when using augmented data.

Model Architecture: The architecture of the neural network plays a crucial role. If the model is not deep enough or lacks the capacity to learn from the augmented data, it might not benefit much from the additional training examples.

Problem 4¶

Pretext task¶

In [ ]:
#(x_train, y_train), (x_test, y_test) = tf.keras.datasets.cifar10.load_data()
In [28]:
# Reshape the training, validation, and test data to 32x32x3 tensors
X_train_reshaped = X_trainn.reshape(-1, 3, 32, 32).transpose(0, 2, 3, 1)

X_test_reshaped = X_test.reshape(-1, 3, 32, 32).transpose(0, 2, 3, 1)
In [29]:
X_train_reshaped.shape
Out[29]:
(50000, 32, 32, 3)
In [5]:
x_baseline = X_train_reshaped[-500:]
y_baseline = y_trainn[-500:]


# class 0
x_pretext = X_train_reshaped[:-500]
y_pretext = y_trainn[:-500]
In [30]:
x_baseline.shape
Out[30]:
(500, 32, 32, 3)
In [6]:
# class 1
x_pretext_flipped = []
x_pretext_rot = []
for im in x_pretext:
    x_pretext_flipped.append(tf.image.flip_up_down(im))
    x_pretext_rot.append(tf.image.rot90(im))
In [7]:
x_pretext_flipped = np.array(x_pretext_flipped)
x_pretext_rotate = np.array(x_pretext_rot)
In [31]:
 x_pretext_flipped.shape
Out[31]:
(49500, 32, 32, 3)
In [9]:
# Initialize the model
model_3 = Sequential()

# 1st 2D Convolutional Layer with 10 kernels of size 5x5x3 and ReLU activation
model_3.add(Conv2D(10, (5, 5), strides=(1, 1), input_shape=(32, 32, 3), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_3.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# 2nd 2D Convolutional Layer with 10 kernels of size 5x5x10 and ReLU activation
model_3.add(Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_3.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# Flatten the final feature map before the fully connected layers
model_3.add(Flatten())

# 1st Fully Connected Layer with 20 neurons and ReLU activation
model_3.add(Dense(20, activation='relu', kernel_initializer=he_normal()))

# 2nd Fully Connected Layer with 10 neurons for softmax activation (10 classes)
model_3.add(Dense(3, activation='softmax', kernel_initializer=he_normal()))

# Compile the model
model_3.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Print the model summary
model_3.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d (Conv2D)             (None, 28, 28, 10)        760       
                                                                 
 max_pooling2d (MaxPooling2  (None, 14, 14, 10)        0         
 D)                                                              
                                                                 
 conv2d_1 (Conv2D)           (None, 10, 10, 10)        2510      
                                                                 
 max_pooling2d_1 (MaxPoolin  (None, 5, 5, 10)          0         
 g2D)                                                            
                                                                 
 flatten (Flatten)           (None, 250)               0         
                                                                 
 dense (Dense)               (None, 20)                5020      
                                                                 
 dense_1 (Dense)             (None, 3)                 63        
                                                                 
=================================================================
Total params: 8353 (32.63 KB)
Trainable params: 8353 (32.63 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [10]:
y_0 = np.zeros((49500,1))
y_1 = np.ones((49500,1))
y_2 = np.ones((49500,1))*2

y_pretext_final = np.vstack((y_0,y_1,y_2))
In [11]:
x_pretext_rotated_new = (x_pretext_rotate / 255.0) * 2 - 1
x_pretext_flipped_new = (x_pretext_flipped / 255.0) * 2 - 1
x_pretext_new = (x_pretext / 255.0) * 2 - 1
In [14]:
x_baseline_new = (x_baseline / 255.0) * 2 - 1
X_test_reshaped = (X_test / 255.0) * 2 - 1
In [32]:
x_pretext_rotated_new.shape
Out[32]:
(49500, 32, 32, 3)
In [13]:
x_pretext_final = np.vstack((x_pretext_new,x_pretext_rotated_new,x_pretext_flipped_new))
In [ ]:
del X_train, X_test, x_pretext, y_pretext, x_pretext_flipped, x_pretext_rot, x_pretext_rotate, x_pretext_rotated_new, x_pretext_flipped_new
In [16]:
model_3.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with validation data, storing validation accuracy over epochs
history_3 = model_3.fit(x_pretext_final, y_pretext_final, epochs=100, batch_size=256)

Epoch 1/100
581/581 [==============================] - 13s 4ms/step - loss: 0.8660 - accuracy: 0.5867
Epoch 2/100
581/581 [==============================] - 2s 4ms/step - loss: 0.7618 - accuracy: 0.6579
Epoch 3/100
581/581 [==============================] - 2s 4ms/step - loss: 0.7276 - accuracy: 0.6780
Epoch 4/100
581/581 [==============================] - 2s 4ms/step - loss: 0.7057 - accuracy: 0.6886
Epoch 5/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6892 - accuracy: 0.6976
Epoch 6/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6756 - accuracy: 0.7031
Epoch 7/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6660 - accuracy: 0.7083
Epoch 8/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6587 - accuracy: 0.7114
Epoch 9/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6507 - accuracy: 0.7171
Epoch 10/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6446 - accuracy: 0.7189
Epoch 11/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6385 - accuracy: 0.7221
Epoch 12/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6335 - accuracy: 0.7242
Epoch 13/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6299 - accuracy: 0.7266
Epoch 14/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6242 - accuracy: 0.7290
Epoch 15/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6231 - accuracy: 0.7298
Epoch 16/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6186 - accuracy: 0.7307
Epoch 17/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6147 - accuracy: 0.7337
Epoch 18/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6120 - accuracy: 0.7349
Epoch 19/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6103 - accuracy: 0.7355
Epoch 20/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6071 - accuracy: 0.7383
Epoch 21/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6056 - accuracy: 0.7378
Epoch 22/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6028 - accuracy: 0.7398
Epoch 23/100
581/581 [==============================] - 2s 4ms/step - loss: 0.6025 - accuracy: 0.7402
Epoch 24/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5999 - accuracy: 0.7412
Epoch 25/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5973 - accuracy: 0.7429
Epoch 26/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5934 - accuracy: 0.7450
Epoch 27/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5932 - accuracy: 0.7447
Epoch 28/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5921 - accuracy: 0.7456
Epoch 29/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5899 - accuracy: 0.7457
Epoch 30/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5893 - accuracy: 0.7467
Epoch 31/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5861 - accuracy: 0.7492
Epoch 32/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5845 - accuracy: 0.7492
Epoch 33/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5841 - accuracy: 0.7489
Epoch 34/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5827 - accuracy: 0.7501
Epoch 35/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5802 - accuracy: 0.7512
Epoch 36/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5819 - accuracy: 0.7510
Epoch 37/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5784 - accuracy: 0.7518
Epoch 38/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5768 - accuracy: 0.7537
Epoch 39/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5767 - accuracy: 0.7532
Epoch 40/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5751 - accuracy: 0.7546
Epoch 41/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5742 - accuracy: 0.7553
Epoch 42/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5725 - accuracy: 0.7554
Epoch 43/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5721 - accuracy: 0.7545
Epoch 44/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5714 - accuracy: 0.7557
Epoch 45/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5679 - accuracy: 0.7577
Epoch 46/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5711 - accuracy: 0.7562
Epoch 47/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5678 - accuracy: 0.7573
Epoch 48/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5666 - accuracy: 0.7587
Epoch 49/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5654 - accuracy: 0.7592
Epoch 50/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5635 - accuracy: 0.7598
Epoch 51/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5649 - accuracy: 0.7597
Epoch 52/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5635 - accuracy: 0.7598
Epoch 53/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5616 - accuracy: 0.7607
Epoch 54/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5608 - accuracy: 0.7618
Epoch 55/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5594 - accuracy: 0.7621
Epoch 56/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5608 - accuracy: 0.7609
Epoch 57/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5586 - accuracy: 0.7637
Epoch 58/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5576 - accuracy: 0.7623
Epoch 59/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5575 - accuracy: 0.7631
Epoch 60/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5553 - accuracy: 0.7642
Epoch 61/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5538 - accuracy: 0.7649
Epoch 62/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5538 - accuracy: 0.7648
Epoch 63/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5533 - accuracy: 0.7651
Epoch 64/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5526 - accuracy: 0.7650
Epoch 65/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5519 - accuracy: 0.7661
Epoch 66/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5505 - accuracy: 0.7656
Epoch 67/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5501 - accuracy: 0.7671
Epoch 68/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5498 - accuracy: 0.7667
Epoch 69/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5491 - accuracy: 0.7665
Epoch 70/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5496 - accuracy: 0.7664
Epoch 71/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5472 - accuracy: 0.7675
Epoch 72/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5475 - accuracy: 0.7679
Epoch 73/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5462 - accuracy: 0.7676
Epoch 74/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5459 - accuracy: 0.7688
Epoch 75/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5460 - accuracy: 0.7687
Epoch 76/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5452 - accuracy: 0.7687
Epoch 77/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5440 - accuracy: 0.7698
Epoch 78/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5434 - accuracy: 0.7705
Epoch 79/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5429 - accuracy: 0.7698
Epoch 80/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5433 - accuracy: 0.7695
Epoch 81/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5412 - accuracy: 0.7712
Epoch 82/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5409 - accuracy: 0.7706
Epoch 83/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5413 - accuracy: 0.7714
Epoch 84/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5400 - accuracy: 0.7720
Epoch 85/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5403 - accuracy: 0.7711
Epoch 86/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5400 - accuracy: 0.7712
Epoch 87/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5402 - accuracy: 0.7719
Epoch 88/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5407 - accuracy: 0.7713
Epoch 89/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5380 - accuracy: 0.7726
Epoch 90/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5378 - accuracy: 0.7728
Epoch 91/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5389 - accuracy: 0.7718
Epoch 92/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5375 - accuracy: 0.7734
Epoch 93/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5373 - accuracy: 0.7724
Epoch 94/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5358 - accuracy: 0.7736
Epoch 95/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5360 - accuracy: 0.7739
Epoch 96/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5358 - accuracy: 0.7742
Epoch 97/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5351 - accuracy: 0.7744
Epoch 98/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5354 - accuracy: 0.7739
Epoch 99/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5338 - accuracy: 0.7752
Epoch 100/100
581/581 [==============================] - 2s 4ms/step - loss: 0.5342 - accuracy: 0.7740
In [39]:
# Save the model weights to a file
model_3.save_weights('model_3_weights.h5')

# Save the training history to a file using the pickle module
import pickle

with open('history_3.pkl', 'wb') as file:
    pickle.dump(history_3.history, file)

Baseline task¶

In [37]:
# Initialize the new model (model_4)
model_4 = Sequential()

# 1st 2D Convolutional Layer with 10 kernels of size 5x5x3 and ReLU activation
model_4.add(Conv2D(10, (5, 5), strides=(1, 1), input_shape=(32, 32, 3), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_4.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# 2nd 2D Convolutional Layer with 10 kernels of size 5x5x10 and ReLU activation
model_4.add(Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu'))

# MaxPooling layer with 2x2 pool size and stride=2
model_4.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))

# Flatten the final feature map before the fully connected layers
model_4.add(Flatten())

# 1st Fully Connected Layer with 20 neurons and ReLU activation
model_4.add(Dense(20, activation='relu', kernel_initializer=he_normal()))

# 2nd Fully Connected Layer with 10 neurons for softmax activation (10 classes)
model_4.add(Dense(10, activation='softmax', kernel_initializer=he_normal()))

# Compile the new model (model_4)
model_4.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Print the summary of the new model
model_4.summary()

Model: "sequential_2"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_4 (Conv2D)           (None, 28, 28, 10)        760       
                                                                 
 max_pooling2d_4 (MaxPoolin  (None, 14, 14, 10)        0         
 g2D)                                                            
                                                                 
 conv2d_5 (Conv2D)           (None, 10, 10, 10)        2510      
                                                                 
 max_pooling2d_5 (MaxPoolin  (None, 5, 5, 10)          0         
 g2D)                                                            
                                                                 
 flatten_2 (Flatten)         (None, 250)               0         
                                                                 
 dense_4 (Dense)             (None, 20)                5020      
                                                                 
 dense_5 (Dense)             (None, 10)                210       
                                                                 
=================================================================
Total params: 8500 (33.20 KB)
Trainable params: 8500 (33.20 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [26]:
# # Convert y_baseline to a numpy array
y_baseline = np.array(y_baseline)
y_test = np.array(y_test)
In [36]:
X_test_reshaped.shape
Out[36]:
(10000, 32, 32, 3)
In [38]:
model_4.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

# Train the model with validation data, storing validation accuracy over epochs
history_4 = model_4.fit(x_baseline_new, y_baseline, epochs=10000, batch_size=500,validation_freq = 100, validation_data = (X_test_reshaped, y_test))

Streaming output truncated to the last 5000 lines.
1/1 [==============================] - 0s 10ms/step - loss: 1.7114e-06 - accuracy: 1.0000
Epoch 7502/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7099e-06 - accuracy: 1.0000
Epoch 7503/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7090e-06 - accuracy: 1.0000
Epoch 7504/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.7080e-06 - accuracy: 1.0000
Epoch 7505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7064e-06 - accuracy: 1.0000
Epoch 7506/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7056e-06 - accuracy: 1.0000
Epoch 7507/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.7044e-06 - accuracy: 1.0000
Epoch 7508/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7030e-06 - accuracy: 1.0000
Epoch 7509/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.7021e-06 - accuracy: 1.0000
Epoch 7510/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.7021e-06 - accuracy: 1.0000
Epoch 7511/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.7004e-06 - accuracy: 1.0000
Epoch 7512/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6992e-06 - accuracy: 1.0000
Epoch 7513/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6980e-06 - accuracy: 1.0000
Epoch 7514/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6963e-06 - accuracy: 1.0000
Epoch 7515/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6956e-06 - accuracy: 1.0000
Epoch 7516/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6942e-06 - accuracy: 1.0000
Epoch 7517/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6923e-06 - accuracy: 1.0000
Epoch 7518/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6911e-06 - accuracy: 1.0000
Epoch 7519/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6892e-06 - accuracy: 1.0000
Epoch 7520/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6875e-06 - accuracy: 1.0000
Epoch 7521/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6870e-06 - accuracy: 1.0000
Epoch 7522/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6866e-06 - accuracy: 1.0000
Epoch 7523/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6870e-06 - accuracy: 1.0000
Epoch 7524/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6856e-06 - accuracy: 1.0000
Epoch 7525/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6851e-06 - accuracy: 1.0000
Epoch 7526/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6849e-06 - accuracy: 1.0000
Epoch 7527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6842e-06 - accuracy: 1.0000
Epoch 7528/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6832e-06 - accuracy: 1.0000
Epoch 7529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6828e-06 - accuracy: 1.0000
Epoch 7530/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6818e-06 - accuracy: 1.0000
Epoch 7531/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6806e-06 - accuracy: 1.0000
Epoch 7532/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6789e-06 - accuracy: 1.0000
Epoch 7533/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6787e-06 - accuracy: 1.0000
Epoch 7534/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6773e-06 - accuracy: 1.0000
Epoch 7535/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6763e-06 - accuracy: 1.0000
Epoch 7536/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6744e-06 - accuracy: 1.0000
Epoch 7537/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6744e-06 - accuracy: 1.0000
Epoch 7538/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6735e-06 - accuracy: 1.0000
Epoch 7539/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6730e-06 - accuracy: 1.0000
Epoch 7540/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6713e-06 - accuracy: 1.0000
Epoch 7541/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6704e-06 - accuracy: 1.0000
Epoch 7542/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6699e-06 - accuracy: 1.0000
Epoch 7543/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6692e-06 - accuracy: 1.0000
Epoch 7544/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6682e-06 - accuracy: 1.0000
Epoch 7545/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6673e-06 - accuracy: 1.0000
Epoch 7546/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6658e-06 - accuracy: 1.0000
Epoch 7547/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6651e-06 - accuracy: 1.0000
Epoch 7548/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6639e-06 - accuracy: 1.0000
Epoch 7549/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6620e-06 - accuracy: 1.0000
Epoch 7550/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6599e-06 - accuracy: 1.0000
Epoch 7551/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6599e-06 - accuracy: 1.0000
Epoch 7552/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6587e-06 - accuracy: 1.0000
Epoch 7553/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6570e-06 - accuracy: 1.0000
Epoch 7554/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6563e-06 - accuracy: 1.0000
Epoch 7555/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6556e-06 - accuracy: 1.0000
Epoch 7556/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6541e-06 - accuracy: 1.0000
Epoch 7557/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6530e-06 - accuracy: 1.0000
Epoch 7558/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6527e-06 - accuracy: 1.0000
Epoch 7559/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6518e-06 - accuracy: 1.0000
Epoch 7560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6494e-06 - accuracy: 1.0000
Epoch 7561/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6491e-06 - accuracy: 1.0000
Epoch 7562/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6477e-06 - accuracy: 1.0000
Epoch 7563/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6463e-06 - accuracy: 1.0000
Epoch 7564/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6456e-06 - accuracy: 1.0000
Epoch 7565/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6451e-06 - accuracy: 1.0000
Epoch 7566/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6434e-06 - accuracy: 1.0000
Epoch 7567/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6429e-06 - accuracy: 1.0000
Epoch 7568/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6427e-06 - accuracy: 1.0000
Epoch 7569/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6413e-06 - accuracy: 1.0000
Epoch 7570/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6410e-06 - accuracy: 1.0000
Epoch 7571/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6408e-06 - accuracy: 1.0000
Epoch 7572/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6401e-06 - accuracy: 1.0000
Epoch 7573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6391e-06 - accuracy: 1.0000
Epoch 7574/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6379e-06 - accuracy: 1.0000
Epoch 7575/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6367e-06 - accuracy: 1.0000
Epoch 7576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6355e-06 - accuracy: 1.0000
Epoch 7577/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6341e-06 - accuracy: 1.0000
Epoch 7578/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6329e-06 - accuracy: 1.0000
Epoch 7579/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6313e-06 - accuracy: 1.0000
Epoch 7580/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6305e-06 - accuracy: 1.0000
Epoch 7581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6303e-06 - accuracy: 1.0000
Epoch 7582/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6293e-06 - accuracy: 1.0000
Epoch 7583/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6282e-06 - accuracy: 1.0000
Epoch 7584/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6272e-06 - accuracy: 1.0000
Epoch 7585/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6267e-06 - accuracy: 1.0000
Epoch 7586/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6253e-06 - accuracy: 1.0000
Epoch 7587/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6243e-06 - accuracy: 1.0000
Epoch 7588/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6241e-06 - accuracy: 1.0000
Epoch 7589/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6236e-06 - accuracy: 1.0000
Epoch 7590/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6212e-06 - accuracy: 1.0000
Epoch 7591/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6200e-06 - accuracy: 1.0000
Epoch 7592/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6193e-06 - accuracy: 1.0000
Epoch 7593/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6191e-06 - accuracy: 1.0000
Epoch 7594/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6181e-06 - accuracy: 1.0000
Epoch 7595/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6172e-06 - accuracy: 1.0000
Epoch 7596/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6165e-06 - accuracy: 1.0000
Epoch 7597/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6155e-06 - accuracy: 1.0000
Epoch 7598/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6146e-06 - accuracy: 1.0000
Epoch 7599/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6141e-06 - accuracy: 1.0000
Epoch 7600/10000
1/1 [==============================] - 0s 80ms/step - loss: 1.6131e-06 - accuracy: 1.0000 - val_loss: 4327.3921 - val_accuracy: 0.1446
Epoch 7601/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6115e-06 - accuracy: 1.0000
Epoch 7602/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6105e-06 - accuracy: 1.0000
Epoch 7603/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6088e-06 - accuracy: 1.0000
Epoch 7604/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6077e-06 - accuracy: 1.0000
Epoch 7605/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6072e-06 - accuracy: 1.0000
Epoch 7606/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6060e-06 - accuracy: 1.0000
Epoch 7607/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6038e-06 - accuracy: 1.0000
Epoch 7608/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6026e-06 - accuracy: 1.0000
Epoch 7609/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6015e-06 - accuracy: 1.0000
Epoch 7610/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6005e-06 - accuracy: 1.0000
Epoch 7611/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5991e-06 - accuracy: 1.0000
Epoch 7612/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5986e-06 - accuracy: 1.0000
Epoch 7613/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5969e-06 - accuracy: 1.0000
Epoch 7614/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5972e-06 - accuracy: 1.0000
Epoch 7615/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5955e-06 - accuracy: 1.0000
Epoch 7616/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5945e-06 - accuracy: 1.0000
Epoch 7617/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5945e-06 - accuracy: 1.0000
Epoch 7618/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5931e-06 - accuracy: 1.0000
Epoch 7619/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5926e-06 - accuracy: 1.0000
Epoch 7620/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5926e-06 - accuracy: 1.0000
Epoch 7621/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5922e-06 - accuracy: 1.0000
Epoch 7622/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5919e-06 - accuracy: 1.0000
Epoch 7623/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5905e-06 - accuracy: 1.0000
Epoch 7624/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5891e-06 - accuracy: 1.0000
Epoch 7625/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5876e-06 - accuracy: 1.0000
Epoch 7626/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5869e-06 - accuracy: 1.0000
Epoch 7627/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5862e-06 - accuracy: 1.0000
Epoch 7628/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5857e-06 - accuracy: 1.0000
Epoch 7629/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5845e-06 - accuracy: 1.0000
Epoch 7630/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5833e-06 - accuracy: 1.0000
Epoch 7631/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5821e-06 - accuracy: 1.0000
Epoch 7632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5809e-06 - accuracy: 1.0000
Epoch 7633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5790e-06 - accuracy: 1.0000
Epoch 7634/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.5790e-06 - accuracy: 1.0000
Epoch 7635/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5781e-06 - accuracy: 1.0000
Epoch 7636/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5769e-06 - accuracy: 1.0000
Epoch 7637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5759e-06 - accuracy: 1.0000
Epoch 7638/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5759e-06 - accuracy: 1.0000
Epoch 7639/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5750e-06 - accuracy: 1.0000
Epoch 7640/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5745e-06 - accuracy: 1.0000
Epoch 7641/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5733e-06 - accuracy: 1.0000
Epoch 7642/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5726e-06 - accuracy: 1.0000
Epoch 7643/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5714e-06 - accuracy: 1.0000
Epoch 7644/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5705e-06 - accuracy: 1.0000
Epoch 7645/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5697e-06 - accuracy: 1.0000
Epoch 7646/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5690e-06 - accuracy: 1.0000
Epoch 7647/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5681e-06 - accuracy: 1.0000
Epoch 7648/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5676e-06 - accuracy: 1.0000
Epoch 7649/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5666e-06 - accuracy: 1.0000
Epoch 7650/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5650e-06 - accuracy: 1.0000
Epoch 7651/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5643e-06 - accuracy: 1.0000
Epoch 7652/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5631e-06 - accuracy: 1.0000
Epoch 7653/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5621e-06 - accuracy: 1.0000
Epoch 7654/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5607e-06 - accuracy: 1.0000
Epoch 7655/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5609e-06 - accuracy: 1.0000
Epoch 7656/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5593e-06 - accuracy: 1.0000
Epoch 7657/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5573e-06 - accuracy: 1.0000
Epoch 7658/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5569e-06 - accuracy: 1.0000
Epoch 7659/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5554e-06 - accuracy: 1.0000
Epoch 7660/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5540e-06 - accuracy: 1.0000
Epoch 7661/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5540e-06 - accuracy: 1.0000
Epoch 7662/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5523e-06 - accuracy: 1.0000
Epoch 7663/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5511e-06 - accuracy: 1.0000
Epoch 7664/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5502e-06 - accuracy: 1.0000
Epoch 7665/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5490e-06 - accuracy: 1.0000
Epoch 7666/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5483e-06 - accuracy: 1.0000
Epoch 7667/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5476e-06 - accuracy: 1.0000
Epoch 7668/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5471e-06 - accuracy: 1.0000
Epoch 7669/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5464e-06 - accuracy: 1.0000
Epoch 7670/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5457e-06 - accuracy: 1.0000
Epoch 7671/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5449e-06 - accuracy: 1.0000
Epoch 7672/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5442e-06 - accuracy: 1.0000
Epoch 7673/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5442e-06 - accuracy: 1.0000
Epoch 7674/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5426e-06 - accuracy: 1.0000
Epoch 7675/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5418e-06 - accuracy: 1.0000
Epoch 7676/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5421e-06 - accuracy: 1.0000
Epoch 7677/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5416e-06 - accuracy: 1.0000
Epoch 7678/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5404e-06 - accuracy: 1.0000
Epoch 7679/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5392e-06 - accuracy: 1.0000
Epoch 7680/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5380e-06 - accuracy: 1.0000
Epoch 7681/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5376e-06 - accuracy: 1.0000
Epoch 7682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5368e-06 - accuracy: 1.0000
Epoch 7683/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5352e-06 - accuracy: 1.0000
Epoch 7684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5349e-06 - accuracy: 1.0000
Epoch 7685/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5335e-06 - accuracy: 1.0000
Epoch 7686/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5325e-06 - accuracy: 1.0000
Epoch 7687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5318e-06 - accuracy: 1.0000
Epoch 7688/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5302e-06 - accuracy: 1.0000
Epoch 7689/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5290e-06 - accuracy: 1.0000
Epoch 7690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5280e-06 - accuracy: 1.0000
Epoch 7691/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5273e-06 - accuracy: 1.0000
Epoch 7692/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5259e-06 - accuracy: 1.0000
Epoch 7693/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5256e-06 - accuracy: 1.0000
Epoch 7694/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5247e-06 - accuracy: 1.0000
Epoch 7695/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5247e-06 - accuracy: 1.0000
Epoch 7696/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5237e-06 - accuracy: 1.0000
Epoch 7697/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5230e-06 - accuracy: 1.0000
Epoch 7698/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5228e-06 - accuracy: 1.0000
Epoch 7699/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5216e-06 - accuracy: 1.0000
Epoch 7700/10000
1/1 [==============================] - 0s 72ms/step - loss: 1.5204e-06 - accuracy: 1.0000 - val_loss: 4344.4097 - val_accuracy: 0.1447
Epoch 7701/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5192e-06 - accuracy: 1.0000
Epoch 7702/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5178e-06 - accuracy: 1.0000
Epoch 7703/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5173e-06 - accuracy: 1.0000
Epoch 7704/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5159e-06 - accuracy: 1.0000
Epoch 7705/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5156e-06 - accuracy: 1.0000
Epoch 7706/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5154e-06 - accuracy: 1.0000
Epoch 7707/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5147e-06 - accuracy: 1.0000
Epoch 7708/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5123e-06 - accuracy: 1.0000
Epoch 7709/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5118e-06 - accuracy: 1.0000
Epoch 7710/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5111e-06 - accuracy: 1.0000
Epoch 7711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5111e-06 - accuracy: 1.0000
Epoch 7712/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5101e-06 - accuracy: 1.0000
Epoch 7713/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5092e-06 - accuracy: 1.0000
Epoch 7714/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5085e-06 - accuracy: 1.0000
Epoch 7715/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5087e-06 - accuracy: 1.0000
Epoch 7716/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5063e-06 - accuracy: 1.0000
Epoch 7717/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5047e-06 - accuracy: 1.0000
Epoch 7718/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5042e-06 - accuracy: 1.0000
Epoch 7719/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5035e-06 - accuracy: 1.0000
Epoch 7720/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5032e-06 - accuracy: 1.0000
Epoch 7721/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5020e-06 - accuracy: 1.0000
Epoch 7722/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5011e-06 - accuracy: 1.0000
Epoch 7723/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5006e-06 - accuracy: 1.0000
Epoch 7724/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4994e-06 - accuracy: 1.0000
Epoch 7725/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4989e-06 - accuracy: 1.0000
Epoch 7726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4992e-06 - accuracy: 1.0000
Epoch 7727/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4982e-06 - accuracy: 1.0000
Epoch 7728/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.4977e-06 - accuracy: 1.0000
Epoch 7729/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4973e-06 - accuracy: 1.0000
Epoch 7730/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4956e-06 - accuracy: 1.0000
Epoch 7731/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4942e-06 - accuracy: 1.0000
Epoch 7732/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4942e-06 - accuracy: 1.0000
Epoch 7733/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4934e-06 - accuracy: 1.0000
Epoch 7734/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4923e-06 - accuracy: 1.0000
Epoch 7735/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4920e-06 - accuracy: 1.0000
Epoch 7736/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4908e-06 - accuracy: 1.0000
Epoch 7737/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4894e-06 - accuracy: 1.0000
Epoch 7738/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4889e-06 - accuracy: 1.0000
Epoch 7739/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4873e-06 - accuracy: 1.0000
Epoch 7740/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.4863e-06 - accuracy: 1.0000
Epoch 7741/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4849e-06 - accuracy: 1.0000
Epoch 7742/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4839e-06 - accuracy: 1.0000
Epoch 7743/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4830e-06 - accuracy: 1.0000
Epoch 7744/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4820e-06 - accuracy: 1.0000
Epoch 7745/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4806e-06 - accuracy: 1.0000
Epoch 7746/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4799e-06 - accuracy: 1.0000
Epoch 7747/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4787e-06 - accuracy: 1.0000
Epoch 7748/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4775e-06 - accuracy: 1.0000
Epoch 7749/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4760e-06 - accuracy: 1.0000
Epoch 7750/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4751e-06 - accuracy: 1.0000
Epoch 7751/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.4749e-06 - accuracy: 1.0000
Epoch 7752/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4737e-06 - accuracy: 1.0000
Epoch 7753/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4720e-06 - accuracy: 1.0000
Epoch 7754/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4720e-06 - accuracy: 1.0000
Epoch 7755/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4713e-06 - accuracy: 1.0000
Epoch 7756/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4701e-06 - accuracy: 1.0000
Epoch 7757/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4691e-06 - accuracy: 1.0000
Epoch 7758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4687e-06 - accuracy: 1.0000
Epoch 7759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4687e-06 - accuracy: 1.0000
Epoch 7760/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4679e-06 - accuracy: 1.0000
Epoch 7761/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4670e-06 - accuracy: 1.0000
Epoch 7762/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.4656e-06 - accuracy: 1.0000
Epoch 7763/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.4644e-06 - accuracy: 1.0000
Epoch 7764/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4634e-06 - accuracy: 1.0000
Epoch 7765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4629e-06 - accuracy: 1.0000
Epoch 7766/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4615e-06 - accuracy: 1.0000
Epoch 7767/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4608e-06 - accuracy: 1.0000
Epoch 7768/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4605e-06 - accuracy: 1.0000
Epoch 7769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4605e-06 - accuracy: 1.0000
Epoch 7770/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4594e-06 - accuracy: 1.0000
Epoch 7771/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4579e-06 - accuracy: 1.0000
Epoch 7772/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4567e-06 - accuracy: 1.0000
Epoch 7773/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4560e-06 - accuracy: 1.0000
Epoch 7774/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4553e-06 - accuracy: 1.0000
Epoch 7775/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.4534e-06 - accuracy: 1.0000
Epoch 7776/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4534e-06 - accuracy: 1.0000
Epoch 7777/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4520e-06 - accuracy: 1.0000
Epoch 7778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4508e-06 - accuracy: 1.0000
Epoch 7779/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4501e-06 - accuracy: 1.0000
Epoch 7780/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4491e-06 - accuracy: 1.0000
Epoch 7781/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4489e-06 - accuracy: 1.0000
Epoch 7782/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4482e-06 - accuracy: 1.0000
Epoch 7783/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4474e-06 - accuracy: 1.0000
Epoch 7784/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4465e-06 - accuracy: 1.0000
Epoch 7785/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4462e-06 - accuracy: 1.0000
Epoch 7786/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4453e-06 - accuracy: 1.0000
Epoch 7787/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4446e-06 - accuracy: 1.0000
Epoch 7788/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.4427e-06 - accuracy: 1.0000
Epoch 7789/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4412e-06 - accuracy: 1.0000
Epoch 7790/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4403e-06 - accuracy: 1.0000
Epoch 7791/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4386e-06 - accuracy: 1.0000
Epoch 7792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4379e-06 - accuracy: 1.0000
Epoch 7793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4377e-06 - accuracy: 1.0000
Epoch 7794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4365e-06 - accuracy: 1.0000
Epoch 7795/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4350e-06 - accuracy: 1.0000
Epoch 7796/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4353e-06 - accuracy: 1.0000
Epoch 7797/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4341e-06 - accuracy: 1.0000
Epoch 7798/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4327e-06 - accuracy: 1.0000
Epoch 7799/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4327e-06 - accuracy: 1.0000
Epoch 7800/10000
1/1 [==============================] - 0s 77ms/step - loss: 1.4319e-06 - accuracy: 1.0000 - val_loss: 4361.8477 - val_accuracy: 0.1445
Epoch 7801/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4310e-06 - accuracy: 1.0000
Epoch 7802/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4305e-06 - accuracy: 1.0000
Epoch 7803/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4293e-06 - accuracy: 1.0000
Epoch 7804/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4288e-06 - accuracy: 1.0000
Epoch 7805/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4279e-06 - accuracy: 1.0000
Epoch 7806/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4260e-06 - accuracy: 1.0000
Epoch 7807/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4257e-06 - accuracy: 1.0000
Epoch 7808/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.4253e-06 - accuracy: 1.0000
Epoch 7809/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4248e-06 - accuracy: 1.0000
Epoch 7810/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4243e-06 - accuracy: 1.0000
Epoch 7811/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4231e-06 - accuracy: 1.0000
Epoch 7812/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4224e-06 - accuracy: 1.0000
Epoch 7813/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4224e-06 - accuracy: 1.0000
Epoch 7814/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4217e-06 - accuracy: 1.0000
Epoch 7815/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4203e-06 - accuracy: 1.0000
Epoch 7816/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4203e-06 - accuracy: 1.0000
Epoch 7817/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4188e-06 - accuracy: 1.0000
Epoch 7818/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4176e-06 - accuracy: 1.0000
Epoch 7819/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4174e-06 - accuracy: 1.0000
Epoch 7820/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4169e-06 - accuracy: 1.0000
Epoch 7821/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.4155e-06 - accuracy: 1.0000
Epoch 7822/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4143e-06 - accuracy: 1.0000
Epoch 7823/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4138e-06 - accuracy: 1.0000
Epoch 7824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4131e-06 - accuracy: 1.0000
Epoch 7825/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4121e-06 - accuracy: 1.0000
Epoch 7826/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4112e-06 - accuracy: 1.0000
Epoch 7827/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4105e-06 - accuracy: 1.0000
Epoch 7828/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4090e-06 - accuracy: 1.0000
Epoch 7829/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4086e-06 - accuracy: 1.0000
Epoch 7830/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4074e-06 - accuracy: 1.0000
Epoch 7831/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4067e-06 - accuracy: 1.0000
Epoch 7832/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4062e-06 - accuracy: 1.0000
Epoch 7833/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4055e-06 - accuracy: 1.0000
Epoch 7834/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.4048e-06 - accuracy: 1.0000
Epoch 7835/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4038e-06 - accuracy: 1.0000
Epoch 7836/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4026e-06 - accuracy: 1.0000
Epoch 7837/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.4012e-06 - accuracy: 1.0000
Epoch 7838/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.4002e-06 - accuracy: 1.0000
Epoch 7839/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3995e-06 - accuracy: 1.0000
Epoch 7840/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3983e-06 - accuracy: 1.0000
Epoch 7841/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3978e-06 - accuracy: 1.0000
Epoch 7842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3967e-06 - accuracy: 1.0000
Epoch 7843/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3957e-06 - accuracy: 1.0000
Epoch 7844/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3945e-06 - accuracy: 1.0000
Epoch 7845/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3940e-06 - accuracy: 1.0000
Epoch 7846/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.3931e-06 - accuracy: 1.0000
Epoch 7847/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3931e-06 - accuracy: 1.0000
Epoch 7848/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3921e-06 - accuracy: 1.0000
Epoch 7849/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3914e-06 - accuracy: 1.0000
Epoch 7850/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3907e-06 - accuracy: 1.0000
Epoch 7851/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3900e-06 - accuracy: 1.0000
Epoch 7852/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3897e-06 - accuracy: 1.0000
Epoch 7853/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3890e-06 - accuracy: 1.0000
Epoch 7854/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3881e-06 - accuracy: 1.0000
Epoch 7855/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3874e-06 - accuracy: 1.0000
Epoch 7856/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3869e-06 - accuracy: 1.0000
Epoch 7857/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3857e-06 - accuracy: 1.0000
Epoch 7858/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3847e-06 - accuracy: 1.0000
Epoch 7859/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3840e-06 - accuracy: 1.0000
Epoch 7860/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.3833e-06 - accuracy: 1.0000
Epoch 7861/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3828e-06 - accuracy: 1.0000
Epoch 7862/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3826e-06 - accuracy: 1.0000
Epoch 7863/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3816e-06 - accuracy: 1.0000
Epoch 7864/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3807e-06 - accuracy: 1.0000
Epoch 7865/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3795e-06 - accuracy: 1.0000
Epoch 7866/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3792e-06 - accuracy: 1.0000
Epoch 7867/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3776e-06 - accuracy: 1.0000
Epoch 7868/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3773e-06 - accuracy: 1.0000
Epoch 7869/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3769e-06 - accuracy: 1.0000
Epoch 7870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3752e-06 - accuracy: 1.0000
Epoch 7871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3752e-06 - accuracy: 1.0000
Epoch 7872/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3738e-06 - accuracy: 1.0000
Epoch 7873/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.3730e-06 - accuracy: 1.0000
Epoch 7874/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3721e-06 - accuracy: 1.0000
Epoch 7875/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3719e-06 - accuracy: 1.0000
Epoch 7876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3714e-06 - accuracy: 1.0000
Epoch 7877/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3702e-06 - accuracy: 1.0000
Epoch 7878/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3685e-06 - accuracy: 1.0000
Epoch 7879/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3680e-06 - accuracy: 1.0000
Epoch 7880/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3673e-06 - accuracy: 1.0000
Epoch 7881/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3666e-06 - accuracy: 1.0000
Epoch 7882/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3659e-06 - accuracy: 1.0000
Epoch 7883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3652e-06 - accuracy: 1.0000
Epoch 7884/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3649e-06 - accuracy: 1.0000
Epoch 7885/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3642e-06 - accuracy: 1.0000
Epoch 7886/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.3628e-06 - accuracy: 1.0000
Epoch 7887/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3614e-06 - accuracy: 1.0000
Epoch 7888/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3611e-06 - accuracy: 1.0000
Epoch 7889/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3599e-06 - accuracy: 1.0000
Epoch 7890/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3587e-06 - accuracy: 1.0000
Epoch 7891/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3576e-06 - accuracy: 1.0000
Epoch 7892/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3573e-06 - accuracy: 1.0000
Epoch 7893/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3561e-06 - accuracy: 1.0000
Epoch 7894/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3561e-06 - accuracy: 1.0000
Epoch 7895/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3549e-06 - accuracy: 1.0000
Epoch 7896/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3537e-06 - accuracy: 1.0000
Epoch 7897/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3525e-06 - accuracy: 1.0000
Epoch 7898/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.3518e-06 - accuracy: 1.0000
Epoch 7899/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.3506e-06 - accuracy: 1.0000
Epoch 7900/10000
1/1 [==============================] - 0s 72ms/step - loss: 1.3492e-06 - accuracy: 1.0000 - val_loss: 4378.6489 - val_accuracy: 0.1444
Epoch 7901/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3483e-06 - accuracy: 1.0000
Epoch 7902/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3468e-06 - accuracy: 1.0000
Epoch 7903/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3463e-06 - accuracy: 1.0000
Epoch 7904/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3459e-06 - accuracy: 1.0000
Epoch 7905/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3452e-06 - accuracy: 1.0000
Epoch 7906/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.3447e-06 - accuracy: 1.0000
Epoch 7907/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3437e-06 - accuracy: 1.0000
Epoch 7908/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3430e-06 - accuracy: 1.0000
Epoch 7909/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3416e-06 - accuracy: 1.0000
Epoch 7910/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3409e-06 - accuracy: 1.0000
Epoch 7911/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3397e-06 - accuracy: 1.0000
Epoch 7912/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3382e-06 - accuracy: 1.0000
Epoch 7913/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3378e-06 - accuracy: 1.0000
Epoch 7914/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3356e-06 - accuracy: 1.0000
Epoch 7915/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3351e-06 - accuracy: 1.0000
Epoch 7916/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3339e-06 - accuracy: 1.0000
Epoch 7917/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3337e-06 - accuracy: 1.0000
Epoch 7918/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3328e-06 - accuracy: 1.0000
Epoch 7919/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.3328e-06 - accuracy: 1.0000
Epoch 7920/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3318e-06 - accuracy: 1.0000
Epoch 7921/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3308e-06 - accuracy: 1.0000
Epoch 7922/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3306e-06 - accuracy: 1.0000
Epoch 7923/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3292e-06 - accuracy: 1.0000
Epoch 7924/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3287e-06 - accuracy: 1.0000
Epoch 7925/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3285e-06 - accuracy: 1.0000
Epoch 7926/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3277e-06 - accuracy: 1.0000
Epoch 7927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3277e-06 - accuracy: 1.0000
Epoch 7928/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3277e-06 - accuracy: 1.0000
Epoch 7929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3261e-06 - accuracy: 1.0000
Epoch 7930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3256e-06 - accuracy: 1.0000
Epoch 7931/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3254e-06 - accuracy: 1.0000
Epoch 7932/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.3244e-06 - accuracy: 1.0000
Epoch 7933/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3232e-06 - accuracy: 1.0000
Epoch 7934/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3227e-06 - accuracy: 1.0000
Epoch 7935/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3216e-06 - accuracy: 1.0000
Epoch 7936/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3206e-06 - accuracy: 1.0000
Epoch 7937/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3204e-06 - accuracy: 1.0000
Epoch 7938/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.3194e-06 - accuracy: 1.0000
Epoch 7939/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3187e-06 - accuracy: 1.0000
Epoch 7940/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3165e-06 - accuracy: 1.0000
Epoch 7941/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3156e-06 - accuracy: 1.0000
Epoch 7942/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3158e-06 - accuracy: 1.0000
Epoch 7943/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3156e-06 - accuracy: 1.0000
Epoch 7944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3142e-06 - accuracy: 1.0000
Epoch 7945/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.3132e-06 - accuracy: 1.0000
Epoch 7946/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3123e-06 - accuracy: 1.0000
Epoch 7947/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3118e-06 - accuracy: 1.0000
Epoch 7948/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3111e-06 - accuracy: 1.0000
Epoch 7949/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3111e-06 - accuracy: 1.0000
Epoch 7950/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3106e-06 - accuracy: 1.0000
Epoch 7951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3101e-06 - accuracy: 1.0000
Epoch 7952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3096e-06 - accuracy: 1.0000
Epoch 7953/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3092e-06 - accuracy: 1.0000
Epoch 7954/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3089e-06 - accuracy: 1.0000
Epoch 7955/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3084e-06 - accuracy: 1.0000
Epoch 7956/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3080e-06 - accuracy: 1.0000
Epoch 7957/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3068e-06 - accuracy: 1.0000
Epoch 7958/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.3070e-06 - accuracy: 1.0000
Epoch 7959/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.3061e-06 - accuracy: 1.0000
Epoch 7960/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3056e-06 - accuracy: 1.0000
Epoch 7961/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3049e-06 - accuracy: 1.0000
Epoch 7962/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3039e-06 - accuracy: 1.0000
Epoch 7963/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3030e-06 - accuracy: 1.0000
Epoch 7964/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.3030e-06 - accuracy: 1.0000
Epoch 7965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3010e-06 - accuracy: 1.0000
Epoch 7966/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3006e-06 - accuracy: 1.0000
Epoch 7967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.3008e-06 - accuracy: 1.0000
Epoch 7968/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2989e-06 - accuracy: 1.0000
Epoch 7969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2989e-06 - accuracy: 1.0000
Epoch 7970/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.2979e-06 - accuracy: 1.0000
Epoch 7971/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2975e-06 - accuracy: 1.0000
Epoch 7972/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2970e-06 - accuracy: 1.0000
Epoch 7973/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2960e-06 - accuracy: 1.0000
Epoch 7974/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2951e-06 - accuracy: 1.0000
Epoch 7975/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2946e-06 - accuracy: 1.0000
Epoch 7976/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2939e-06 - accuracy: 1.0000
Epoch 7977/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2929e-06 - accuracy: 1.0000
Epoch 7978/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2927e-06 - accuracy: 1.0000
Epoch 7979/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2917e-06 - accuracy: 1.0000
Epoch 7980/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2913e-06 - accuracy: 1.0000
Epoch 7981/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2898e-06 - accuracy: 1.0000
Epoch 7982/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2884e-06 - accuracy: 1.0000
Epoch 7983/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.2875e-06 - accuracy: 1.0000
Epoch 7984/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2870e-06 - accuracy: 1.0000
Epoch 7985/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2855e-06 - accuracy: 1.0000
Epoch 7986/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2846e-06 - accuracy: 1.0000
Epoch 7987/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2839e-06 - accuracy: 1.0000
Epoch 7988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2827e-06 - accuracy: 1.0000
Epoch 7989/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2822e-06 - accuracy: 1.0000
Epoch 7990/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2813e-06 - accuracy: 1.0000
Epoch 7991/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2798e-06 - accuracy: 1.0000
Epoch 7992/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2798e-06 - accuracy: 1.0000
Epoch 7993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2786e-06 - accuracy: 1.0000
Epoch 7994/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2782e-06 - accuracy: 1.0000
Epoch 7995/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2779e-06 - accuracy: 1.0000
Epoch 7996/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.2770e-06 - accuracy: 1.0000
Epoch 7997/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.2765e-06 - accuracy: 1.0000
Epoch 7998/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2758e-06 - accuracy: 1.0000
Epoch 7999/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2743e-06 - accuracy: 1.0000
Epoch 8000/10000
1/1 [==============================] - 0s 74ms/step - loss: 1.2739e-06 - accuracy: 1.0000 - val_loss: 4395.7197 - val_accuracy: 0.1444
Epoch 8001/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2724e-06 - accuracy: 1.0000
Epoch 8002/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.2717e-06 - accuracy: 1.0000
Epoch 8003/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2715e-06 - accuracy: 1.0000
Epoch 8004/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2708e-06 - accuracy: 1.0000
Epoch 8005/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2703e-06 - accuracy: 1.0000
Epoch 8006/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.2696e-06 - accuracy: 1.0000
Epoch 8007/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2698e-06 - accuracy: 1.0000
Epoch 8008/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2686e-06 - accuracy: 1.0000
Epoch 8009/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2679e-06 - accuracy: 1.0000
Epoch 8010/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2677e-06 - accuracy: 1.0000
Epoch 8011/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2670e-06 - accuracy: 1.0000
Epoch 8012/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2662e-06 - accuracy: 1.0000
Epoch 8013/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2655e-06 - accuracy: 1.0000
Epoch 8014/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2655e-06 - accuracy: 1.0000
Epoch 8015/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2653e-06 - accuracy: 1.0000
Epoch 8016/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2650e-06 - accuracy: 1.0000
Epoch 8017/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2636e-06 - accuracy: 1.0000
Epoch 8018/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2634e-06 - accuracy: 1.0000
Epoch 8019/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2629e-06 - accuracy: 1.0000
Epoch 8020/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.2624e-06 - accuracy: 1.0000
Epoch 8021/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2624e-06 - accuracy: 1.0000
Epoch 8022/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2615e-06 - accuracy: 1.0000
Epoch 8023/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2605e-06 - accuracy: 1.0000
Epoch 8024/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2598e-06 - accuracy: 1.0000
Epoch 8025/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.2588e-06 - accuracy: 1.0000
Epoch 8026/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.2572e-06 - accuracy: 1.0000
Epoch 8027/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2572e-06 - accuracy: 1.0000
Epoch 8028/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2569e-06 - accuracy: 1.0000
Epoch 8029/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2550e-06 - accuracy: 1.0000
Epoch 8030/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2548e-06 - accuracy: 1.0000
Epoch 8031/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2543e-06 - accuracy: 1.0000
Epoch 8032/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2538e-06 - accuracy: 1.0000
Epoch 8033/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.2524e-06 - accuracy: 1.0000
Epoch 8034/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2510e-06 - accuracy: 1.0000
Epoch 8035/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2500e-06 - accuracy: 1.0000
Epoch 8036/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2491e-06 - accuracy: 1.0000
Epoch 8037/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2488e-06 - accuracy: 1.0000
Epoch 8038/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2484e-06 - accuracy: 1.0000
Epoch 8039/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2481e-06 - accuracy: 1.0000
Epoch 8040/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2472e-06 - accuracy: 1.0000
Epoch 8041/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2462e-06 - accuracy: 1.0000
Epoch 8042/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2448e-06 - accuracy: 1.0000
Epoch 8043/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2443e-06 - accuracy: 1.0000
Epoch 8044/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2433e-06 - accuracy: 1.0000
Epoch 8045/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2429e-06 - accuracy: 1.0000
Epoch 8046/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2412e-06 - accuracy: 1.0000
Epoch 8047/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.2414e-06 - accuracy: 1.0000
Epoch 8048/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2414e-06 - accuracy: 1.0000
Epoch 8049/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2410e-06 - accuracy: 1.0000
Epoch 8050/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2403e-06 - accuracy: 1.0000
Epoch 8051/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2400e-06 - accuracy: 1.0000
Epoch 8052/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2391e-06 - accuracy: 1.0000
Epoch 8053/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2386e-06 - accuracy: 1.0000
Epoch 8054/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2379e-06 - accuracy: 1.0000
Epoch 8055/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2374e-06 - accuracy: 1.0000
Epoch 8056/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2376e-06 - accuracy: 1.0000
Epoch 8057/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2360e-06 - accuracy: 1.0000
Epoch 8058/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2355e-06 - accuracy: 1.0000
Epoch 8059/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2348e-06 - accuracy: 1.0000
Epoch 8060/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2343e-06 - accuracy: 1.0000
Epoch 8061/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.2336e-06 - accuracy: 1.0000
Epoch 8062/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2329e-06 - accuracy: 1.0000
Epoch 8063/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2314e-06 - accuracy: 1.0000
Epoch 8064/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2302e-06 - accuracy: 1.0000
Epoch 8065/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2293e-06 - accuracy: 1.0000
Epoch 8066/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2281e-06 - accuracy: 1.0000
Epoch 8067/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2274e-06 - accuracy: 1.0000
Epoch 8068/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2271e-06 - accuracy: 1.0000
Epoch 8069/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2267e-06 - accuracy: 1.0000
Epoch 8070/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2264e-06 - accuracy: 1.0000
Epoch 8071/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2259e-06 - accuracy: 1.0000
Epoch 8072/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2245e-06 - accuracy: 1.0000
Epoch 8073/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2243e-06 - accuracy: 1.0000
Epoch 8074/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.2240e-06 - accuracy: 1.0000
Epoch 8075/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2221e-06 - accuracy: 1.0000
Epoch 8076/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2212e-06 - accuracy: 1.0000
Epoch 8077/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2205e-06 - accuracy: 1.0000
Epoch 8078/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2195e-06 - accuracy: 1.0000
Epoch 8079/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2169e-06 - accuracy: 1.0000
Epoch 8080/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2169e-06 - accuracy: 1.0000
Epoch 8081/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2164e-06 - accuracy: 1.0000
Epoch 8082/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2150e-06 - accuracy: 1.0000
Epoch 8083/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2147e-06 - accuracy: 1.0000
Epoch 8084/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2143e-06 - accuracy: 1.0000
Epoch 8085/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2138e-06 - accuracy: 1.0000
Epoch 8086/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.2131e-06 - accuracy: 1.0000
Epoch 8087/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2119e-06 - accuracy: 1.0000
Epoch 8088/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2107e-06 - accuracy: 1.0000
Epoch 8089/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2109e-06 - accuracy: 1.0000
Epoch 8090/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2107e-06 - accuracy: 1.0000
Epoch 8091/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2097e-06 - accuracy: 1.0000
Epoch 8092/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2085e-06 - accuracy: 1.0000
Epoch 8093/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2076e-06 - accuracy: 1.0000
Epoch 8094/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2069e-06 - accuracy: 1.0000
Epoch 8095/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2066e-06 - accuracy: 1.0000
Epoch 8096/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2059e-06 - accuracy: 1.0000
Epoch 8097/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.2057e-06 - accuracy: 1.0000
Epoch 8098/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2042e-06 - accuracy: 1.0000
Epoch 8099/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2028e-06 - accuracy: 1.0000
Epoch 8100/10000
1/1 [==============================] - 0s 80ms/step - loss: 1.2016e-06 - accuracy: 1.0000 - val_loss: 4413.8379 - val_accuracy: 0.1443
Epoch 8101/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.2016e-06 - accuracy: 1.0000
Epoch 8102/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.2007e-06 - accuracy: 1.0000
Epoch 8103/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1995e-06 - accuracy: 1.0000
Epoch 8104/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1985e-06 - accuracy: 1.0000
Epoch 8105/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1978e-06 - accuracy: 1.0000
Epoch 8106/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1973e-06 - accuracy: 1.0000
Epoch 8107/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1959e-06 - accuracy: 1.0000
Epoch 8108/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1945e-06 - accuracy: 1.0000
Epoch 8109/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1930e-06 - accuracy: 1.0000
Epoch 8110/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1926e-06 - accuracy: 1.0000
Epoch 8111/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1911e-06 - accuracy: 1.0000
Epoch 8112/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1907e-06 - accuracy: 1.0000
Epoch 8113/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1897e-06 - accuracy: 1.0000
Epoch 8114/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1888e-06 - accuracy: 1.0000
Epoch 8115/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1885e-06 - accuracy: 1.0000
Epoch 8116/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1876e-06 - accuracy: 1.0000
Epoch 8117/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1873e-06 - accuracy: 1.0000
Epoch 8118/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.1861e-06 - accuracy: 1.0000
Epoch 8119/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1854e-06 - accuracy: 1.0000
Epoch 8120/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1849e-06 - accuracy: 1.0000
Epoch 8121/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1845e-06 - accuracy: 1.0000
Epoch 8122/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1845e-06 - accuracy: 1.0000
Epoch 8123/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1837e-06 - accuracy: 1.0000
Epoch 8124/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1835e-06 - accuracy: 1.0000
Epoch 8125/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1828e-06 - accuracy: 1.0000
Epoch 8126/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1811e-06 - accuracy: 1.0000
Epoch 8127/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1804e-06 - accuracy: 1.0000
Epoch 8128/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1797e-06 - accuracy: 1.0000
Epoch 8129/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1792e-06 - accuracy: 1.0000
Epoch 8130/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1780e-06 - accuracy: 1.0000
Epoch 8131/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1766e-06 - accuracy: 1.0000
Epoch 8132/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1749e-06 - accuracy: 1.0000
Epoch 8133/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1749e-06 - accuracy: 1.0000
Epoch 8134/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1749e-06 - accuracy: 1.0000
Epoch 8135/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1744e-06 - accuracy: 1.0000
Epoch 8136/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1740e-06 - accuracy: 1.0000
Epoch 8137/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1737e-06 - accuracy: 1.0000
Epoch 8138/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1733e-06 - accuracy: 1.0000
Epoch 8139/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1730e-06 - accuracy: 1.0000
Epoch 8140/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1725e-06 - accuracy: 1.0000
Epoch 8141/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1711e-06 - accuracy: 1.0000
Epoch 8142/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1711e-06 - accuracy: 1.0000
Epoch 8143/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1709e-06 - accuracy: 1.0000
Epoch 8144/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1702e-06 - accuracy: 1.0000
Epoch 8145/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1699e-06 - accuracy: 1.0000
Epoch 8146/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1690e-06 - accuracy: 1.0000
Epoch 8147/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1685e-06 - accuracy: 1.0000
Epoch 8148/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1682e-06 - accuracy: 1.0000
Epoch 8149/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1673e-06 - accuracy: 1.0000
Epoch 8150/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1668e-06 - accuracy: 1.0000
Epoch 8151/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1668e-06 - accuracy: 1.0000
Epoch 8152/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1663e-06 - accuracy: 1.0000
Epoch 8153/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1659e-06 - accuracy: 1.0000
Epoch 8154/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1637e-06 - accuracy: 1.0000
Epoch 8155/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1632e-06 - accuracy: 1.0000
Epoch 8156/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1630e-06 - accuracy: 1.0000
Epoch 8157/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1616e-06 - accuracy: 1.0000
Epoch 8158/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1609e-06 - accuracy: 1.0000
Epoch 8159/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1604e-06 - accuracy: 1.0000
Epoch 8160/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1589e-06 - accuracy: 1.0000
Epoch 8161/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1587e-06 - accuracy: 1.0000
Epoch 8162/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1580e-06 - accuracy: 1.0000
Epoch 8163/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1578e-06 - accuracy: 1.0000
Epoch 8164/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1573e-06 - accuracy: 1.0000
Epoch 8165/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1568e-06 - accuracy: 1.0000
Epoch 8166/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1563e-06 - accuracy: 1.0000
Epoch 8167/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1559e-06 - accuracy: 1.0000
Epoch 8168/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1549e-06 - accuracy: 1.0000
Epoch 8169/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1544e-06 - accuracy: 1.0000
Epoch 8170/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1539e-06 - accuracy: 1.0000
Epoch 8171/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1532e-06 - accuracy: 1.0000
Epoch 8172/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1528e-06 - accuracy: 1.0000
Epoch 8173/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1516e-06 - accuracy: 1.0000
Epoch 8174/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1506e-06 - accuracy: 1.0000
Epoch 8175/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1501e-06 - accuracy: 1.0000
Epoch 8176/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1492e-06 - accuracy: 1.0000
Epoch 8177/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1489e-06 - accuracy: 1.0000
Epoch 8178/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1487e-06 - accuracy: 1.0000
Epoch 8179/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1475e-06 - accuracy: 1.0000
Epoch 8180/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1470e-06 - accuracy: 1.0000
Epoch 8181/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1461e-06 - accuracy: 1.0000
Epoch 8182/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1456e-06 - accuracy: 1.0000
Epoch 8183/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.1454e-06 - accuracy: 1.0000
Epoch 8184/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1446e-06 - accuracy: 1.0000
Epoch 8185/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1435e-06 - accuracy: 1.0000
Epoch 8186/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1432e-06 - accuracy: 1.0000
Epoch 8187/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1423e-06 - accuracy: 1.0000
Epoch 8188/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1418e-06 - accuracy: 1.0000
Epoch 8189/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1401e-06 - accuracy: 1.0000
Epoch 8190/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1392e-06 - accuracy: 1.0000
Epoch 8191/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1389e-06 - accuracy: 1.0000
Epoch 8192/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1380e-06 - accuracy: 1.0000
Epoch 8193/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1380e-06 - accuracy: 1.0000
Epoch 8194/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1368e-06 - accuracy: 1.0000
Epoch 8195/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1361e-06 - accuracy: 1.0000
Epoch 8196/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1353e-06 - accuracy: 1.0000
Epoch 8197/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1353e-06 - accuracy: 1.0000
Epoch 8198/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1346e-06 - accuracy: 1.0000
Epoch 8199/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1337e-06 - accuracy: 1.0000
Epoch 8200/10000
1/1 [==============================] - 0s 80ms/step - loss: 1.1332e-06 - accuracy: 1.0000 - val_loss: 4430.6040 - val_accuracy: 0.1442
Epoch 8201/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1313e-06 - accuracy: 1.0000
Epoch 8202/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1313e-06 - accuracy: 1.0000
Epoch 8203/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1306e-06 - accuracy: 1.0000
Epoch 8204/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1303e-06 - accuracy: 1.0000
Epoch 8205/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1299e-06 - accuracy: 1.0000
Epoch 8206/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1294e-06 - accuracy: 1.0000
Epoch 8207/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1282e-06 - accuracy: 1.0000
Epoch 8208/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1280e-06 - accuracy: 1.0000
Epoch 8209/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1277e-06 - accuracy: 1.0000
Epoch 8210/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1272e-06 - accuracy: 1.0000
Epoch 8211/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1265e-06 - accuracy: 1.0000
Epoch 8212/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1256e-06 - accuracy: 1.0000
Epoch 8213/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1249e-06 - accuracy: 1.0000
Epoch 8214/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1237e-06 - accuracy: 1.0000
Epoch 8215/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1234e-06 - accuracy: 1.0000
Epoch 8216/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1222e-06 - accuracy: 1.0000
Epoch 8217/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1215e-06 - accuracy: 1.0000
Epoch 8218/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1210e-06 - accuracy: 1.0000
Epoch 8219/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1206e-06 - accuracy: 1.0000
Epoch 8220/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1201e-06 - accuracy: 1.0000
Epoch 8221/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1184e-06 - accuracy: 1.0000
Epoch 8222/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1175e-06 - accuracy: 1.0000
Epoch 8223/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1170e-06 - accuracy: 1.0000
Epoch 8224/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1170e-06 - accuracy: 1.0000
Epoch 8225/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1170e-06 - accuracy: 1.0000
Epoch 8226/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1151e-06 - accuracy: 1.0000
Epoch 8227/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1146e-06 - accuracy: 1.0000
Epoch 8228/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1144e-06 - accuracy: 1.0000
Epoch 8229/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1139e-06 - accuracy: 1.0000
Epoch 8230/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1129e-06 - accuracy: 1.0000
Epoch 8231/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1120e-06 - accuracy: 1.0000
Epoch 8232/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1115e-06 - accuracy: 1.0000
Epoch 8233/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1110e-06 - accuracy: 1.0000
Epoch 8234/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1098e-06 - accuracy: 1.0000
Epoch 8235/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1091e-06 - accuracy: 1.0000
Epoch 8236/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1084e-06 - accuracy: 1.0000
Epoch 8237/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1082e-06 - accuracy: 1.0000
Epoch 8238/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1075e-06 - accuracy: 1.0000
Epoch 8239/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1077e-06 - accuracy: 1.0000
Epoch 8240/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1067e-06 - accuracy: 1.0000
Epoch 8241/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1060e-06 - accuracy: 1.0000
Epoch 8242/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1063e-06 - accuracy: 1.0000
Epoch 8243/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1058e-06 - accuracy: 1.0000
Epoch 8244/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1046e-06 - accuracy: 1.0000
Epoch 8245/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1041e-06 - accuracy: 1.0000
Epoch 8246/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1032e-06 - accuracy: 1.0000
Epoch 8247/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1020e-06 - accuracy: 1.0000
Epoch 8248/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1013e-06 - accuracy: 1.0000
Epoch 8249/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1013e-06 - accuracy: 1.0000
Epoch 8250/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1005e-06 - accuracy: 1.0000
Epoch 8251/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1001e-06 - accuracy: 1.0000
Epoch 8252/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0989e-06 - accuracy: 1.0000
Epoch 8253/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0982e-06 - accuracy: 1.0000
Epoch 8254/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0979e-06 - accuracy: 1.0000
Epoch 8255/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0974e-06 - accuracy: 1.0000
Epoch 8256/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0962e-06 - accuracy: 1.0000
Epoch 8257/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0965e-06 - accuracy: 1.0000
Epoch 8258/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0953e-06 - accuracy: 1.0000
Epoch 8259/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0941e-06 - accuracy: 1.0000
Epoch 8260/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0931e-06 - accuracy: 1.0000
Epoch 8261/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0915e-06 - accuracy: 1.0000
Epoch 8262/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0908e-06 - accuracy: 1.0000
Epoch 8263/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0905e-06 - accuracy: 1.0000
Epoch 8264/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0900e-06 - accuracy: 1.0000
Epoch 8265/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0896e-06 - accuracy: 1.0000
Epoch 8266/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0889e-06 - accuracy: 1.0000
Epoch 8267/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0889e-06 - accuracy: 1.0000
Epoch 8268/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0884e-06 - accuracy: 1.0000
Epoch 8269/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0879e-06 - accuracy: 1.0000
Epoch 8270/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.0869e-06 - accuracy: 1.0000
Epoch 8271/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0865e-06 - accuracy: 1.0000
Epoch 8272/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0862e-06 - accuracy: 1.0000
Epoch 8273/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0853e-06 - accuracy: 1.0000
Epoch 8274/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0843e-06 - accuracy: 1.0000
Epoch 8275/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0834e-06 - accuracy: 1.0000
Epoch 8276/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0831e-06 - accuracy: 1.0000
Epoch 8277/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0822e-06 - accuracy: 1.0000
Epoch 8278/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0819e-06 - accuracy: 1.0000
Epoch 8279/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0807e-06 - accuracy: 1.0000
Epoch 8280/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0807e-06 - accuracy: 1.0000
Epoch 8281/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0807e-06 - accuracy: 1.0000
Epoch 8282/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0800e-06 - accuracy: 1.0000
Epoch 8283/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0796e-06 - accuracy: 1.0000
Epoch 8284/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0786e-06 - accuracy: 1.0000
Epoch 8285/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0786e-06 - accuracy: 1.0000
Epoch 8286/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0781e-06 - accuracy: 1.0000
Epoch 8287/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0767e-06 - accuracy: 1.0000
Epoch 8288/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0762e-06 - accuracy: 1.0000
Epoch 8289/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0755e-06 - accuracy: 1.0000
Epoch 8290/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0750e-06 - accuracy: 1.0000
Epoch 8291/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0743e-06 - accuracy: 1.0000
Epoch 8292/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0743e-06 - accuracy: 1.0000
Epoch 8293/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0741e-06 - accuracy: 1.0000
Epoch 8294/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0731e-06 - accuracy: 1.0000
Epoch 8295/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.0724e-06 - accuracy: 1.0000
Epoch 8296/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0726e-06 - accuracy: 1.0000
Epoch 8297/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0722e-06 - accuracy: 1.0000
Epoch 8298/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0712e-06 - accuracy: 1.0000
Epoch 8299/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0707e-06 - accuracy: 1.0000
Epoch 8300/10000
1/1 [==============================] - 0s 72ms/step - loss: 1.0695e-06 - accuracy: 1.0000 - val_loss: 4446.5547 - val_accuracy: 0.1442
Epoch 8301/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0686e-06 - accuracy: 1.0000
Epoch 8302/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.0672e-06 - accuracy: 1.0000
Epoch 8303/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0660e-06 - accuracy: 1.0000
Epoch 8304/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0653e-06 - accuracy: 1.0000
Epoch 8305/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0648e-06 - accuracy: 1.0000
Epoch 8306/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0650e-06 - accuracy: 1.0000
Epoch 8307/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0643e-06 - accuracy: 1.0000
Epoch 8308/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0638e-06 - accuracy: 1.0000
Epoch 8309/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0626e-06 - accuracy: 1.0000
Epoch 8310/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0629e-06 - accuracy: 1.0000
Epoch 8311/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0619e-06 - accuracy: 1.0000
Epoch 8312/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0610e-06 - accuracy: 1.0000
Epoch 8313/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0610e-06 - accuracy: 1.0000
Epoch 8314/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0600e-06 - accuracy: 1.0000
Epoch 8315/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0598e-06 - accuracy: 1.0000
Epoch 8316/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0593e-06 - accuracy: 1.0000
Epoch 8317/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0583e-06 - accuracy: 1.0000
Epoch 8318/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0579e-06 - accuracy: 1.0000
Epoch 8319/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0574e-06 - accuracy: 1.0000
Epoch 8320/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0567e-06 - accuracy: 1.0000
Epoch 8321/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0564e-06 - accuracy: 1.0000
Epoch 8322/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0548e-06 - accuracy: 1.0000
Epoch 8323/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0548e-06 - accuracy: 1.0000
Epoch 8324/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0526e-06 - accuracy: 1.0000
Epoch 8325/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0526e-06 - accuracy: 1.0000
Epoch 8326/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0529e-06 - accuracy: 1.0000
Epoch 8327/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0519e-06 - accuracy: 1.0000
Epoch 8328/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.0507e-06 - accuracy: 1.0000
Epoch 8329/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0505e-06 - accuracy: 1.0000
Epoch 8330/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0493e-06 - accuracy: 1.0000
Epoch 8331/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0483e-06 - accuracy: 1.0000
Epoch 8332/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0483e-06 - accuracy: 1.0000
Epoch 8333/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0478e-06 - accuracy: 1.0000
Epoch 8334/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0474e-06 - accuracy: 1.0000
Epoch 8335/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0462e-06 - accuracy: 1.0000
Epoch 8336/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0455e-06 - accuracy: 1.0000
Epoch 8337/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0452e-06 - accuracy: 1.0000
Epoch 8338/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0443e-06 - accuracy: 1.0000
Epoch 8339/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0433e-06 - accuracy: 1.0000
Epoch 8340/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.0421e-06 - accuracy: 1.0000
Epoch 8341/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0412e-06 - accuracy: 1.0000
Epoch 8342/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0414e-06 - accuracy: 1.0000
Epoch 8343/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0407e-06 - accuracy: 1.0000
Epoch 8344/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0395e-06 - accuracy: 1.0000
Epoch 8345/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0397e-06 - accuracy: 1.0000
Epoch 8346/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0385e-06 - accuracy: 1.0000
Epoch 8347/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0381e-06 - accuracy: 1.0000
Epoch 8348/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0374e-06 - accuracy: 1.0000
Epoch 8349/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0371e-06 - accuracy: 1.0000
Epoch 8350/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0364e-06 - accuracy: 1.0000
Epoch 8351/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0359e-06 - accuracy: 1.0000
Epoch 8352/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0359e-06 - accuracy: 1.0000
Epoch 8353/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0354e-06 - accuracy: 1.0000
Epoch 8354/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0345e-06 - accuracy: 1.0000
Epoch 8355/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0338e-06 - accuracy: 1.0000
Epoch 8356/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0333e-06 - accuracy: 1.0000
Epoch 8357/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0326e-06 - accuracy: 1.0000
Epoch 8358/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0324e-06 - accuracy: 1.0000
Epoch 8359/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0312e-06 - accuracy: 1.0000
Epoch 8360/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0309e-06 - accuracy: 1.0000
Epoch 8361/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0307e-06 - accuracy: 1.0000
Epoch 8362/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0307e-06 - accuracy: 1.0000
Epoch 8363/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0300e-06 - accuracy: 1.0000
Epoch 8364/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0297e-06 - accuracy: 1.0000
Epoch 8365/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0293e-06 - accuracy: 1.0000
Epoch 8366/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.0285e-06 - accuracy: 1.0000
Epoch 8367/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0288e-06 - accuracy: 1.0000
Epoch 8368/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0278e-06 - accuracy: 1.0000
Epoch 8369/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0262e-06 - accuracy: 1.0000
Epoch 8370/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0259e-06 - accuracy: 1.0000
Epoch 8371/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0254e-06 - accuracy: 1.0000
Epoch 8372/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0245e-06 - accuracy: 1.0000
Epoch 8373/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0242e-06 - accuracy: 1.0000
Epoch 8374/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0240e-06 - accuracy: 1.0000
Epoch 8375/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0233e-06 - accuracy: 1.0000
Epoch 8376/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0233e-06 - accuracy: 1.0000
Epoch 8377/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0223e-06 - accuracy: 1.0000
Epoch 8378/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0209e-06 - accuracy: 1.0000
Epoch 8379/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0207e-06 - accuracy: 1.0000
Epoch 8380/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0202e-06 - accuracy: 1.0000
Epoch 8381/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0197e-06 - accuracy: 1.0000
Epoch 8382/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0197e-06 - accuracy: 1.0000
Epoch 8383/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0192e-06 - accuracy: 1.0000
Epoch 8384/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0185e-06 - accuracy: 1.0000
Epoch 8385/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0183e-06 - accuracy: 1.0000
Epoch 8386/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0173e-06 - accuracy: 1.0000
Epoch 8387/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0164e-06 - accuracy: 1.0000
Epoch 8388/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0159e-06 - accuracy: 1.0000
Epoch 8389/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0152e-06 - accuracy: 1.0000
Epoch 8390/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0149e-06 - accuracy: 1.0000
Epoch 8391/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.0147e-06 - accuracy: 1.0000
Epoch 8392/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0145e-06 - accuracy: 1.0000
Epoch 8393/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0138e-06 - accuracy: 1.0000
Epoch 8394/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0138e-06 - accuracy: 1.0000
Epoch 8395/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0123e-06 - accuracy: 1.0000
Epoch 8396/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0126e-06 - accuracy: 1.0000
Epoch 8397/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0116e-06 - accuracy: 1.0000
Epoch 8398/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0116e-06 - accuracy: 1.0000
Epoch 8399/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0107e-06 - accuracy: 1.0000
Epoch 8400/10000
1/1 [==============================] - 0s 83ms/step - loss: 1.0102e-06 - accuracy: 1.0000 - val_loss: 4463.7036 - val_accuracy: 0.1441
Epoch 8401/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0102e-06 - accuracy: 1.0000
Epoch 8402/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0092e-06 - accuracy: 1.0000
Epoch 8403/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0085e-06 - accuracy: 1.0000
Epoch 8404/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0078e-06 - accuracy: 1.0000
Epoch 8405/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0073e-06 - accuracy: 1.0000
Epoch 8406/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0064e-06 - accuracy: 1.0000
Epoch 8407/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0064e-06 - accuracy: 1.0000
Epoch 8408/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0056e-06 - accuracy: 1.0000
Epoch 8409/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0047e-06 - accuracy: 1.0000
Epoch 8410/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0035e-06 - accuracy: 1.0000
Epoch 8411/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0028e-06 - accuracy: 1.0000
Epoch 8412/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0021e-06 - accuracy: 1.0000
Epoch 8413/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0014e-06 - accuracy: 1.0000
Epoch 8414/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0006e-06 - accuracy: 1.0000
Epoch 8415/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0002e-06 - accuracy: 1.0000
Epoch 8416/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9945e-07 - accuracy: 1.0000
Epoch 8417/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9897e-07 - accuracy: 1.0000
Epoch 8418/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9873e-07 - accuracy: 1.0000
Epoch 8419/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9849e-07 - accuracy: 1.0000
Epoch 8420/10000
1/1 [==============================] - 0s 12ms/step - loss: 9.9754e-07 - accuracy: 1.0000
Epoch 8421/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9754e-07 - accuracy: 1.0000
Epoch 8422/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9635e-07 - accuracy: 1.0000
Epoch 8423/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9587e-07 - accuracy: 1.0000
Epoch 8424/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9516e-07 - accuracy: 1.0000
Epoch 8425/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9468e-07 - accuracy: 1.0000
Epoch 8426/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9396e-07 - accuracy: 1.0000
Epoch 8427/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9349e-07 - accuracy: 1.0000
Epoch 8428/10000
1/1 [==============================] - 0s 15ms/step - loss: 9.9325e-07 - accuracy: 1.0000
Epoch 8429/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.9253e-07 - accuracy: 1.0000
Epoch 8430/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9158e-07 - accuracy: 1.0000
Epoch 8431/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9110e-07 - accuracy: 1.0000
Epoch 8432/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9063e-07 - accuracy: 1.0000
Epoch 8433/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.9015e-07 - accuracy: 1.0000
Epoch 8434/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8944e-07 - accuracy: 1.0000
Epoch 8435/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8896e-07 - accuracy: 1.0000
Epoch 8436/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.8824e-07 - accuracy: 1.0000
Epoch 8437/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8729e-07 - accuracy: 1.0000
Epoch 8438/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8634e-07 - accuracy: 1.0000
Epoch 8439/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8586e-07 - accuracy: 1.0000
Epoch 8440/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8491e-07 - accuracy: 1.0000
Epoch 8441/10000
1/1 [==============================] - 0s 13ms/step - loss: 9.8395e-07 - accuracy: 1.0000
Epoch 8442/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8371e-07 - accuracy: 1.0000
Epoch 8443/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8347e-07 - accuracy: 1.0000
Epoch 8444/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8347e-07 - accuracy: 1.0000
Epoch 8445/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8324e-07 - accuracy: 1.0000
Epoch 8446/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8276e-07 - accuracy: 1.0000
Epoch 8447/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8252e-07 - accuracy: 1.0000
Epoch 8448/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8181e-07 - accuracy: 1.0000
Epoch 8449/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8157e-07 - accuracy: 1.0000
Epoch 8450/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8085e-07 - accuracy: 1.0000
Epoch 8451/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.8038e-07 - accuracy: 1.0000
Epoch 8452/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.8014e-07 - accuracy: 1.0000
Epoch 8453/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7966e-07 - accuracy: 1.0000
Epoch 8454/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7918e-07 - accuracy: 1.0000
Epoch 8455/10000
1/1 [==============================] - 0s 12ms/step - loss: 9.7894e-07 - accuracy: 1.0000
Epoch 8456/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7847e-07 - accuracy: 1.0000
Epoch 8457/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.7823e-07 - accuracy: 1.0000
Epoch 8458/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7728e-07 - accuracy: 1.0000
Epoch 8459/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7704e-07 - accuracy: 1.0000
Epoch 8460/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.7656e-07 - accuracy: 1.0000
Epoch 8461/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7585e-07 - accuracy: 1.0000
Epoch 8462/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.7608e-07 - accuracy: 1.0000
Epoch 8463/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7537e-07 - accuracy: 1.0000
Epoch 8464/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7441e-07 - accuracy: 1.0000
Epoch 8465/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7418e-07 - accuracy: 1.0000
Epoch 8466/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7322e-07 - accuracy: 1.0000
Epoch 8467/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.7275e-07 - accuracy: 1.0000
Epoch 8468/10000
1/1 [==============================] - 0s 14ms/step - loss: 9.7203e-07 - accuracy: 1.0000
Epoch 8469/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.7060e-07 - accuracy: 1.0000
Epoch 8470/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.6988e-07 - accuracy: 1.0000
Epoch 8471/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.6893e-07 - accuracy: 1.0000
Epoch 8472/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.6845e-07 - accuracy: 1.0000
Epoch 8473/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.6750e-07 - accuracy: 1.0000
Epoch 8474/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.6631e-07 - accuracy: 1.0000
Epoch 8475/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.6607e-07 - accuracy: 1.0000
Epoch 8476/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.6464e-07 - accuracy: 1.0000
Epoch 8477/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.6369e-07 - accuracy: 1.0000
Epoch 8478/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.6369e-07 - accuracy: 1.0000
Epoch 8479/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.6226e-07 - accuracy: 1.0000
Epoch 8480/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.6178e-07 - accuracy: 1.0000
Epoch 8481/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.6130e-07 - accuracy: 1.0000
Epoch 8482/10000
1/1 [==============================] - 0s 18ms/step - loss: 9.6083e-07 - accuracy: 1.0000
Epoch 8483/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5987e-07 - accuracy: 1.0000
Epoch 8484/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5987e-07 - accuracy: 1.0000
Epoch 8485/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.5892e-07 - accuracy: 1.0000
Epoch 8486/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.5820e-07 - accuracy: 1.0000
Epoch 8487/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5749e-07 - accuracy: 1.0000
Epoch 8488/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5725e-07 - accuracy: 1.0000
Epoch 8489/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5677e-07 - accuracy: 1.0000
Epoch 8490/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5653e-07 - accuracy: 1.0000
Epoch 8491/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.5606e-07 - accuracy: 1.0000
Epoch 8492/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.5558e-07 - accuracy: 1.0000
Epoch 8493/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.5510e-07 - accuracy: 1.0000
Epoch 8494/10000
1/1 [==============================] - 0s 13ms/step - loss: 9.5510e-07 - accuracy: 1.0000
Epoch 8495/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.5391e-07 - accuracy: 1.0000
Epoch 8496/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.5439e-07 - accuracy: 1.0000
Epoch 8497/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5367e-07 - accuracy: 1.0000
Epoch 8498/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5296e-07 - accuracy: 1.0000
Epoch 8499/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5248e-07 - accuracy: 1.0000
Epoch 8500/10000
1/1 [==============================] - 0s 79ms/step - loss: 9.5177e-07 - accuracy: 1.0000 - val_loss: 4480.2681 - val_accuracy: 0.1443
Epoch 8501/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5129e-07 - accuracy: 1.0000
Epoch 8502/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.5081e-07 - accuracy: 1.0000
Epoch 8503/10000
1/1 [==============================] - 0s 20ms/step - loss: 9.4962e-07 - accuracy: 1.0000
Epoch 8504/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4890e-07 - accuracy: 1.0000
Epoch 8505/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4843e-07 - accuracy: 1.0000
Epoch 8506/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4771e-07 - accuracy: 1.0000
Epoch 8507/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4724e-07 - accuracy: 1.0000
Epoch 8508/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4700e-07 - accuracy: 1.0000
Epoch 8509/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4724e-07 - accuracy: 1.0000
Epoch 8510/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4652e-07 - accuracy: 1.0000
Epoch 8511/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4604e-07 - accuracy: 1.0000
Epoch 8512/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4533e-07 - accuracy: 1.0000
Epoch 8513/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4485e-07 - accuracy: 1.0000
Epoch 8514/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.4461e-07 - accuracy: 1.0000
Epoch 8515/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4414e-07 - accuracy: 1.0000
Epoch 8516/10000
1/1 [==============================] - 0s 20ms/step - loss: 9.4318e-07 - accuracy: 1.0000
Epoch 8517/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4294e-07 - accuracy: 1.0000
Epoch 8518/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4223e-07 - accuracy: 1.0000
Epoch 8519/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.4104e-07 - accuracy: 1.0000
Epoch 8520/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.4008e-07 - accuracy: 1.0000
Epoch 8521/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3937e-07 - accuracy: 1.0000
Epoch 8522/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3937e-07 - accuracy: 1.0000
Epoch 8523/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3865e-07 - accuracy: 1.0000
Epoch 8524/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3841e-07 - accuracy: 1.0000
Epoch 8525/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3770e-07 - accuracy: 1.0000
Epoch 8526/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3722e-07 - accuracy: 1.0000
Epoch 8527/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3627e-07 - accuracy: 1.0000
Epoch 8528/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3555e-07 - accuracy: 1.0000
Epoch 8529/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3508e-07 - accuracy: 1.0000
Epoch 8530/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.3508e-07 - accuracy: 1.0000
Epoch 8531/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3484e-07 - accuracy: 1.0000
Epoch 8532/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3460e-07 - accuracy: 1.0000
Epoch 8533/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3341e-07 - accuracy: 1.0000
Epoch 8534/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3221e-07 - accuracy: 1.0000
Epoch 8535/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3126e-07 - accuracy: 1.0000
Epoch 8536/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3126e-07 - accuracy: 1.0000
Epoch 8537/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.3055e-07 - accuracy: 1.0000
Epoch 8538/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.3007e-07 - accuracy: 1.0000
Epoch 8539/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2888e-07 - accuracy: 1.0000
Epoch 8540/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.2816e-07 - accuracy: 1.0000
Epoch 8541/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.2673e-07 - accuracy: 1.0000
Epoch 8542/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2554e-07 - accuracy: 1.0000
Epoch 8543/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.2506e-07 - accuracy: 1.0000
Epoch 8544/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.2387e-07 - accuracy: 1.0000
Epoch 8545/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.2339e-07 - accuracy: 1.0000
Epoch 8546/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.2244e-07 - accuracy: 1.0000
Epoch 8547/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2244e-07 - accuracy: 1.0000
Epoch 8548/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2268e-07 - accuracy: 1.0000
Epoch 8549/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.2292e-07 - accuracy: 1.0000
Epoch 8550/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.2196e-07 - accuracy: 1.0000
Epoch 8551/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2149e-07 - accuracy: 1.0000
Epoch 8552/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.2101e-07 - accuracy: 1.0000
Epoch 8553/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2053e-07 - accuracy: 1.0000
Epoch 8554/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.2053e-07 - accuracy: 1.0000
Epoch 8555/10000
1/1 [==============================] - 0s 13ms/step - loss: 9.2029e-07 - accuracy: 1.0000
Epoch 8556/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1982e-07 - accuracy: 1.0000
Epoch 8557/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1958e-07 - accuracy: 1.0000
Epoch 8558/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1910e-07 - accuracy: 1.0000
Epoch 8559/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1815e-07 - accuracy: 1.0000
Epoch 8560/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1767e-07 - accuracy: 1.0000
Epoch 8561/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1696e-07 - accuracy: 1.0000
Epoch 8562/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1648e-07 - accuracy: 1.0000
Epoch 8563/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.1553e-07 - accuracy: 1.0000
Epoch 8564/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.1529e-07 - accuracy: 1.0000
Epoch 8565/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1481e-07 - accuracy: 1.0000
Epoch 8566/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1481e-07 - accuracy: 1.0000
Epoch 8567/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1410e-07 - accuracy: 1.0000
Epoch 8568/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.1386e-07 - accuracy: 1.0000
Epoch 8569/10000
1/1 [==============================] - 0s 14ms/step - loss: 9.1362e-07 - accuracy: 1.0000
Epoch 8570/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1362e-07 - accuracy: 1.0000
Epoch 8571/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.1266e-07 - accuracy: 1.0000
Epoch 8572/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1266e-07 - accuracy: 1.0000
Epoch 8573/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.1219e-07 - accuracy: 1.0000
Epoch 8574/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.1100e-07 - accuracy: 1.0000
Epoch 8575/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.1052e-07 - accuracy: 1.0000
Epoch 8576/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0980e-07 - accuracy: 1.0000
Epoch 8577/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0957e-07 - accuracy: 1.0000
Epoch 8578/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.0909e-07 - accuracy: 1.0000
Epoch 8579/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0837e-07 - accuracy: 1.0000
Epoch 8580/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0837e-07 - accuracy: 1.0000
Epoch 8581/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0766e-07 - accuracy: 1.0000
Epoch 8582/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0670e-07 - accuracy: 1.0000
Epoch 8583/10000
1/1 [==============================] - 0s 17ms/step - loss: 9.0623e-07 - accuracy: 1.0000
Epoch 8584/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0504e-07 - accuracy: 1.0000
Epoch 8585/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0527e-07 - accuracy: 1.0000
Epoch 8586/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0456e-07 - accuracy: 1.0000
Epoch 8587/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.0384e-07 - accuracy: 1.0000
Epoch 8588/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0360e-07 - accuracy: 1.0000
Epoch 8589/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0289e-07 - accuracy: 1.0000
Epoch 8590/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0241e-07 - accuracy: 1.0000
Epoch 8591/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0265e-07 - accuracy: 1.0000
Epoch 8592/10000
1/1 [==============================] - 0s 9ms/step - loss: 9.0241e-07 - accuracy: 1.0000
Epoch 8593/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.0265e-07 - accuracy: 1.0000
Epoch 8594/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0217e-07 - accuracy: 1.0000
Epoch 8595/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0217e-07 - accuracy: 1.0000
Epoch 8596/10000
1/1 [==============================] - 0s 18ms/step - loss: 9.0194e-07 - accuracy: 1.0000
Epoch 8597/10000
1/1 [==============================] - 0s 12ms/step - loss: 9.0194e-07 - accuracy: 1.0000
Epoch 8598/10000
1/1 [==============================] - 0s 12ms/step - loss: 9.0194e-07 - accuracy: 1.0000
Epoch 8599/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0146e-07 - accuracy: 1.0000
Epoch 8600/10000
1/1 [==============================] - 0s 74ms/step - loss: 9.0098e-07 - accuracy: 1.0000 - val_loss: 4496.5151 - val_accuracy: 0.1442
Epoch 8601/10000
1/1 [==============================] - 0s 11ms/step - loss: 9.0051e-07 - accuracy: 1.0000
Epoch 8602/10000
1/1 [==============================] - 0s 10ms/step - loss: 9.0027e-07 - accuracy: 1.0000
Epoch 8603/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.9955e-07 - accuracy: 1.0000
Epoch 8604/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9860e-07 - accuracy: 1.0000
Epoch 8605/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9836e-07 - accuracy: 1.0000
Epoch 8606/10000
1/1 [==============================] - 0s 14ms/step - loss: 8.9812e-07 - accuracy: 1.0000
Epoch 8607/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9788e-07 - accuracy: 1.0000
Epoch 8608/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9812e-07 - accuracy: 1.0000
Epoch 8609/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.9693e-07 - accuracy: 1.0000
Epoch 8610/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.9693e-07 - accuracy: 1.0000
Epoch 8611/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9669e-07 - accuracy: 1.0000
Epoch 8612/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9574e-07 - accuracy: 1.0000
Epoch 8613/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9502e-07 - accuracy: 1.0000
Epoch 8614/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.9502e-07 - accuracy: 1.0000
Epoch 8615/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.9431e-07 - accuracy: 1.0000
Epoch 8616/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9359e-07 - accuracy: 1.0000
Epoch 8617/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9288e-07 - accuracy: 1.0000
Epoch 8618/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.9240e-07 - accuracy: 1.0000
Epoch 8619/10000
1/1 [==============================] - 0s 19ms/step - loss: 8.9192e-07 - accuracy: 1.0000
Epoch 8620/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9073e-07 - accuracy: 1.0000
Epoch 8621/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.9001e-07 - accuracy: 1.0000
Epoch 8622/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8930e-07 - accuracy: 1.0000
Epoch 8623/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8835e-07 - accuracy: 1.0000
Epoch 8624/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.8787e-07 - accuracy: 1.0000
Epoch 8625/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.8739e-07 - accuracy: 1.0000
Epoch 8626/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8668e-07 - accuracy: 1.0000
Epoch 8627/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8596e-07 - accuracy: 1.0000
Epoch 8628/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8572e-07 - accuracy: 1.0000
Epoch 8629/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8525e-07 - accuracy: 1.0000
Epoch 8630/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8525e-07 - accuracy: 1.0000
Epoch 8631/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8477e-07 - accuracy: 1.0000
Epoch 8632/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8453e-07 - accuracy: 1.0000
Epoch 8633/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8382e-07 - accuracy: 1.0000
Epoch 8634/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8262e-07 - accuracy: 1.0000
Epoch 8635/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8262e-07 - accuracy: 1.0000
Epoch 8636/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8286e-07 - accuracy: 1.0000
Epoch 8637/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.8167e-07 - accuracy: 1.0000
Epoch 8638/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8143e-07 - accuracy: 1.0000
Epoch 8639/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8096e-07 - accuracy: 1.0000
Epoch 8640/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8048e-07 - accuracy: 1.0000
Epoch 8641/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.8000e-07 - accuracy: 1.0000
Epoch 8642/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7952e-07 - accuracy: 1.0000
Epoch 8643/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7833e-07 - accuracy: 1.0000
Epoch 8644/10000
1/1 [==============================] - 0s 16ms/step - loss: 8.7809e-07 - accuracy: 1.0000
Epoch 8645/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.7786e-07 - accuracy: 1.0000
Epoch 8646/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7690e-07 - accuracy: 1.0000
Epoch 8647/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.7643e-07 - accuracy: 1.0000
Epoch 8648/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7619e-07 - accuracy: 1.0000
Epoch 8649/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7547e-07 - accuracy: 1.0000
Epoch 8650/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7452e-07 - accuracy: 1.0000
Epoch 8651/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.7476e-07 - accuracy: 1.0000
Epoch 8652/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.7404e-07 - accuracy: 1.0000
Epoch 8653/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7333e-07 - accuracy: 1.0000
Epoch 8654/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7261e-07 - accuracy: 1.0000
Epoch 8655/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7213e-07 - accuracy: 1.0000
Epoch 8656/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7166e-07 - accuracy: 1.0000
Epoch 8657/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7094e-07 - accuracy: 1.0000
Epoch 8658/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.7070e-07 - accuracy: 1.0000
Epoch 8659/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.7046e-07 - accuracy: 1.0000
Epoch 8660/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6999e-07 - accuracy: 1.0000
Epoch 8661/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6903e-07 - accuracy: 1.0000
Epoch 8662/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6880e-07 - accuracy: 1.0000
Epoch 8663/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6784e-07 - accuracy: 1.0000
Epoch 8664/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6713e-07 - accuracy: 1.0000
Epoch 8665/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6689e-07 - accuracy: 1.0000
Epoch 8666/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6593e-07 - accuracy: 1.0000
Epoch 8667/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6546e-07 - accuracy: 1.0000
Epoch 8668/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6450e-07 - accuracy: 1.0000
Epoch 8669/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6403e-07 - accuracy: 1.0000
Epoch 8670/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6355e-07 - accuracy: 1.0000
Epoch 8671/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6307e-07 - accuracy: 1.0000
Epoch 8672/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.6212e-07 - accuracy: 1.0000
Epoch 8673/10000
1/1 [==============================] - 0s 18ms/step - loss: 8.6164e-07 - accuracy: 1.0000
Epoch 8674/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.6093e-07 - accuracy: 1.0000
Epoch 8675/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5950e-07 - accuracy: 1.0000
Epoch 8676/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5878e-07 - accuracy: 1.0000
Epoch 8677/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.5831e-07 - accuracy: 1.0000
Epoch 8678/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.5807e-07 - accuracy: 1.0000
Epoch 8679/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.5687e-07 - accuracy: 1.0000
Epoch 8680/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5544e-07 - accuracy: 1.0000
Epoch 8681/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.5497e-07 - accuracy: 1.0000
Epoch 8682/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5425e-07 - accuracy: 1.0000
Epoch 8683/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5425e-07 - accuracy: 1.0000
Epoch 8684/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5401e-07 - accuracy: 1.0000
Epoch 8685/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.5401e-07 - accuracy: 1.0000
Epoch 8686/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5378e-07 - accuracy: 1.0000
Epoch 8687/10000
1/1 [==============================] - 0s 18ms/step - loss: 8.5330e-07 - accuracy: 1.0000
Epoch 8688/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5330e-07 - accuracy: 1.0000
Epoch 8689/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5187e-07 - accuracy: 1.0000
Epoch 8690/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5187e-07 - accuracy: 1.0000
Epoch 8691/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5068e-07 - accuracy: 1.0000
Epoch 8692/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.5068e-07 - accuracy: 1.0000
Epoch 8693/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4972e-07 - accuracy: 1.0000
Epoch 8694/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4972e-07 - accuracy: 1.0000
Epoch 8695/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4877e-07 - accuracy: 1.0000
Epoch 8696/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4758e-07 - accuracy: 1.0000
Epoch 8697/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4710e-07 - accuracy: 1.0000
Epoch 8698/10000
1/1 [==============================] - 0s 14ms/step - loss: 8.4638e-07 - accuracy: 1.0000
Epoch 8699/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4543e-07 - accuracy: 1.0000
Epoch 8700/10000
1/1 [==============================] - 0s 75ms/step - loss: 8.4543e-07 - accuracy: 1.0000 - val_loss: 4514.3540 - val_accuracy: 0.1442
Epoch 8701/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4472e-07 - accuracy: 1.0000
Epoch 8702/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4495e-07 - accuracy: 1.0000
Epoch 8703/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4424e-07 - accuracy: 1.0000
Epoch 8704/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4376e-07 - accuracy: 1.0000
Epoch 8705/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.4352e-07 - accuracy: 1.0000
Epoch 8706/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.4329e-07 - accuracy: 1.0000
Epoch 8707/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4305e-07 - accuracy: 1.0000
Epoch 8708/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.4257e-07 - accuracy: 1.0000
Epoch 8709/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.4209e-07 - accuracy: 1.0000
Epoch 8710/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.4162e-07 - accuracy: 1.0000
Epoch 8711/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.4090e-07 - accuracy: 1.0000
Epoch 8712/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.4019e-07 - accuracy: 1.0000
Epoch 8713/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3995e-07 - accuracy: 1.0000
Epoch 8714/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3923e-07 - accuracy: 1.0000
Epoch 8715/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3899e-07 - accuracy: 1.0000
Epoch 8716/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3876e-07 - accuracy: 1.0000
Epoch 8717/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.3899e-07 - accuracy: 1.0000
Epoch 8718/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.3852e-07 - accuracy: 1.0000
Epoch 8719/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3828e-07 - accuracy: 1.0000
Epoch 8720/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.3804e-07 - accuracy: 1.0000
Epoch 8721/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3732e-07 - accuracy: 1.0000
Epoch 8722/10000
1/1 [==============================] - 0s 16ms/step - loss: 8.3685e-07 - accuracy: 1.0000
Epoch 8723/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.3637e-07 - accuracy: 1.0000
Epoch 8724/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3637e-07 - accuracy: 1.0000
Epoch 8725/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3637e-07 - accuracy: 1.0000
Epoch 8726/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3637e-07 - accuracy: 1.0000
Epoch 8727/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3613e-07 - accuracy: 1.0000
Epoch 8728/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3566e-07 - accuracy: 1.0000
Epoch 8729/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3470e-07 - accuracy: 1.0000
Epoch 8730/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3375e-07 - accuracy: 1.0000
Epoch 8731/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3351e-07 - accuracy: 1.0000
Epoch 8732/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3351e-07 - accuracy: 1.0000
Epoch 8733/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3279e-07 - accuracy: 1.0000
Epoch 8734/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3303e-07 - accuracy: 1.0000
Epoch 8735/10000
1/1 [==============================] - 0s 14ms/step - loss: 8.3208e-07 - accuracy: 1.0000
Epoch 8736/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.3113e-07 - accuracy: 1.0000
Epoch 8737/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3136e-07 - accuracy: 1.0000
Epoch 8738/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.3041e-07 - accuracy: 1.0000
Epoch 8739/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.2993e-07 - accuracy: 1.0000
Epoch 8740/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2970e-07 - accuracy: 1.0000
Epoch 8741/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2922e-07 - accuracy: 1.0000
Epoch 8742/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2874e-07 - accuracy: 1.0000
Epoch 8743/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.2826e-07 - accuracy: 1.0000
Epoch 8744/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2731e-07 - accuracy: 1.0000
Epoch 8745/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2660e-07 - accuracy: 1.0000
Epoch 8746/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2588e-07 - accuracy: 1.0000
Epoch 8747/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2540e-07 - accuracy: 1.0000
Epoch 8748/10000
1/1 [==============================] - 0s 13ms/step - loss: 8.2540e-07 - accuracy: 1.0000
Epoch 8749/10000
1/1 [==============================] - 0s 13ms/step - loss: 8.2540e-07 - accuracy: 1.0000
Epoch 8750/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2421e-07 - accuracy: 1.0000
Epoch 8751/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2397e-07 - accuracy: 1.0000
Epoch 8752/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2326e-07 - accuracy: 1.0000
Epoch 8753/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2230e-07 - accuracy: 1.0000
Epoch 8754/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2230e-07 - accuracy: 1.0000
Epoch 8755/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2159e-07 - accuracy: 1.0000
Epoch 8756/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.2159e-07 - accuracy: 1.0000
Epoch 8757/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.2040e-07 - accuracy: 1.0000
Epoch 8758/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.2087e-07 - accuracy: 1.0000
Epoch 8759/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.2040e-07 - accuracy: 1.0000
Epoch 8760/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1968e-07 - accuracy: 1.0000
Epoch 8761/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1920e-07 - accuracy: 1.0000
Epoch 8762/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1968e-07 - accuracy: 1.0000
Epoch 8763/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1920e-07 - accuracy: 1.0000
Epoch 8764/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1849e-07 - accuracy: 1.0000
Epoch 8765/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1873e-07 - accuracy: 1.0000
Epoch 8766/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1849e-07 - accuracy: 1.0000
Epoch 8767/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1801e-07 - accuracy: 1.0000
Epoch 8768/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1754e-07 - accuracy: 1.0000
Epoch 8769/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1706e-07 - accuracy: 1.0000
Epoch 8770/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1730e-07 - accuracy: 1.0000
Epoch 8771/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1587e-07 - accuracy: 1.0000
Epoch 8772/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1587e-07 - accuracy: 1.0000
Epoch 8773/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1587e-07 - accuracy: 1.0000
Epoch 8774/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1563e-07 - accuracy: 1.0000
Epoch 8775/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1491e-07 - accuracy: 1.0000
Epoch 8776/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1467e-07 - accuracy: 1.0000
Epoch 8777/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1396e-07 - accuracy: 1.0000
Epoch 8778/10000
1/1 [==============================] - 0s 14ms/step - loss: 8.1348e-07 - accuracy: 1.0000
Epoch 8779/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1324e-07 - accuracy: 1.0000
Epoch 8780/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1277e-07 - accuracy: 1.0000
Epoch 8781/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1301e-07 - accuracy: 1.0000
Epoch 8782/10000
1/1 [==============================] - 0s 12ms/step - loss: 8.1205e-07 - accuracy: 1.0000
Epoch 8783/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1110e-07 - accuracy: 1.0000
Epoch 8784/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.1134e-07 - accuracy: 1.0000
Epoch 8785/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1086e-07 - accuracy: 1.0000
Epoch 8786/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.1038e-07 - accuracy: 1.0000
Epoch 8787/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0967e-07 - accuracy: 1.0000
Epoch 8788/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0895e-07 - accuracy: 1.0000
Epoch 8789/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0895e-07 - accuracy: 1.0000
Epoch 8790/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0824e-07 - accuracy: 1.0000
Epoch 8791/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0752e-07 - accuracy: 1.0000
Epoch 8792/10000
1/1 [==============================] - 0s 13ms/step - loss: 8.0705e-07 - accuracy: 1.0000
Epoch 8793/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.0681e-07 - accuracy: 1.0000
Epoch 8794/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0609e-07 - accuracy: 1.0000
Epoch 8795/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0490e-07 - accuracy: 1.0000
Epoch 8796/10000
1/1 [==============================] - 0s 9ms/step - loss: 8.0442e-07 - accuracy: 1.0000
Epoch 8797/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0371e-07 - accuracy: 1.0000
Epoch 8798/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.0323e-07 - accuracy: 1.0000
Epoch 8799/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.0347e-07 - accuracy: 1.0000
Epoch 8800/10000
1/1 [==============================] - 0s 73ms/step - loss: 8.0299e-07 - accuracy: 1.0000 - val_loss: 4529.0312 - val_accuracy: 0.1442
Epoch 8801/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0228e-07 - accuracy: 1.0000
Epoch 8802/10000
1/1 [==============================] - 0s 20ms/step - loss: 8.0228e-07 - accuracy: 1.0000
Epoch 8803/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.0156e-07 - accuracy: 1.0000
Epoch 8804/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0132e-07 - accuracy: 1.0000
Epoch 8805/10000
1/1 [==============================] - 0s 10ms/step - loss: 8.0156e-07 - accuracy: 1.0000
Epoch 8806/10000
1/1 [==============================] - 0s 11ms/step - loss: 8.0013e-07 - accuracy: 1.0000
Epoch 8807/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9989e-07 - accuracy: 1.0000
Epoch 8808/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.9965e-07 - accuracy: 1.0000
Epoch 8809/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.9894e-07 - accuracy: 1.0000
Epoch 8810/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9846e-07 - accuracy: 1.0000
Epoch 8811/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9822e-07 - accuracy: 1.0000
Epoch 8812/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.9775e-07 - accuracy: 1.0000
Epoch 8813/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9799e-07 - accuracy: 1.0000
Epoch 8814/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9703e-07 - accuracy: 1.0000
Epoch 8815/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.9727e-07 - accuracy: 1.0000
Epoch 8816/10000
1/1 [==============================] - 0s 15ms/step - loss: 7.9727e-07 - accuracy: 1.0000
Epoch 8817/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9608e-07 - accuracy: 1.0000
Epoch 8818/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9560e-07 - accuracy: 1.0000
Epoch 8819/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9536e-07 - accuracy: 1.0000
Epoch 8820/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9536e-07 - accuracy: 1.0000
Epoch 8821/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9465e-07 - accuracy: 1.0000
Epoch 8822/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.9369e-07 - accuracy: 1.0000
Epoch 8823/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.9250e-07 - accuracy: 1.0000
Epoch 8824/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9179e-07 - accuracy: 1.0000
Epoch 8825/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.9083e-07 - accuracy: 1.0000
Epoch 8826/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.9036e-07 - accuracy: 1.0000
Epoch 8827/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.9012e-07 - accuracy: 1.0000
Epoch 8828/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9036e-07 - accuracy: 1.0000
Epoch 8829/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.9036e-07 - accuracy: 1.0000
Epoch 8830/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8893e-07 - accuracy: 1.0000
Epoch 8831/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8869e-07 - accuracy: 1.0000
Epoch 8832/10000
1/1 [==============================] - 0s 13ms/step - loss: 7.8869e-07 - accuracy: 1.0000
Epoch 8833/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8797e-07 - accuracy: 1.0000
Epoch 8834/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8750e-07 - accuracy: 1.0000
Epoch 8835/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8678e-07 - accuracy: 1.0000
Epoch 8836/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8630e-07 - accuracy: 1.0000
Epoch 8837/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8630e-07 - accuracy: 1.0000
Epoch 8838/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8559e-07 - accuracy: 1.0000
Epoch 8839/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8463e-07 - accuracy: 1.0000
Epoch 8840/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8511e-07 - accuracy: 1.0000
Epoch 8841/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8511e-07 - accuracy: 1.0000
Epoch 8842/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8416e-07 - accuracy: 1.0000
Epoch 8843/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.8392e-07 - accuracy: 1.0000
Epoch 8844/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.8320e-07 - accuracy: 1.0000
Epoch 8845/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.8273e-07 - accuracy: 1.0000
Epoch 8846/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.8201e-07 - accuracy: 1.0000
Epoch 8847/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.8106e-07 - accuracy: 1.0000
Epoch 8848/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8058e-07 - accuracy: 1.0000
Epoch 8849/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.8058e-07 - accuracy: 1.0000
Epoch 8850/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.8010e-07 - accuracy: 1.0000
Epoch 8851/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7915e-07 - accuracy: 1.0000
Epoch 8852/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.7820e-07 - accuracy: 1.0000
Epoch 8853/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.7772e-07 - accuracy: 1.0000
Epoch 8854/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7724e-07 - accuracy: 1.0000
Epoch 8855/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.7748e-07 - accuracy: 1.0000
Epoch 8856/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.7629e-07 - accuracy: 1.0000
Epoch 8857/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7557e-07 - accuracy: 1.0000
Epoch 8858/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.7534e-07 - accuracy: 1.0000
Epoch 8859/10000
1/1 [==============================] - 0s 16ms/step - loss: 7.7486e-07 - accuracy: 1.0000
Epoch 8860/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.7462e-07 - accuracy: 1.0000
Epoch 8861/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7414e-07 - accuracy: 1.0000
Epoch 8862/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7295e-07 - accuracy: 1.0000
Epoch 8863/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7224e-07 - accuracy: 1.0000
Epoch 8864/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7224e-07 - accuracy: 1.0000
Epoch 8865/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.7176e-07 - accuracy: 1.0000
Epoch 8866/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7128e-07 - accuracy: 1.0000
Epoch 8867/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7128e-07 - accuracy: 1.0000
Epoch 8868/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7081e-07 - accuracy: 1.0000
Epoch 8869/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.7033e-07 - accuracy: 1.0000
Epoch 8870/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6961e-07 - accuracy: 1.0000
Epoch 8871/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.6914e-07 - accuracy: 1.0000
Epoch 8872/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.6866e-07 - accuracy: 1.0000
Epoch 8873/10000
1/1 [==============================] - 0s 16ms/step - loss: 7.6818e-07 - accuracy: 1.0000
Epoch 8874/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.6842e-07 - accuracy: 1.0000
Epoch 8875/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6818e-07 - accuracy: 1.0000
Epoch 8876/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6699e-07 - accuracy: 1.0000
Epoch 8877/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.6556e-07 - accuracy: 1.0000
Epoch 8878/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.6532e-07 - accuracy: 1.0000
Epoch 8879/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6508e-07 - accuracy: 1.0000
Epoch 8880/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6461e-07 - accuracy: 1.0000
Epoch 8881/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6413e-07 - accuracy: 1.0000
Epoch 8882/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.6342e-07 - accuracy: 1.0000
Epoch 8883/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.6246e-07 - accuracy: 1.0000
Epoch 8884/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.6198e-07 - accuracy: 1.0000
Epoch 8885/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.6175e-07 - accuracy: 1.0000
Epoch 8886/10000
1/1 [==============================] - 0s 14ms/step - loss: 7.6055e-07 - accuracy: 1.0000
Epoch 8887/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.6008e-07 - accuracy: 1.0000
Epoch 8888/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.5960e-07 - accuracy: 1.0000
Epoch 8889/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5936e-07 - accuracy: 1.0000
Epoch 8890/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5936e-07 - accuracy: 1.0000
Epoch 8891/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5889e-07 - accuracy: 1.0000
Epoch 8892/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5865e-07 - accuracy: 1.0000
Epoch 8893/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5769e-07 - accuracy: 1.0000
Epoch 8894/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5722e-07 - accuracy: 1.0000
Epoch 8895/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5674e-07 - accuracy: 1.0000
Epoch 8896/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5579e-07 - accuracy: 1.0000
Epoch 8897/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5507e-07 - accuracy: 1.0000
Epoch 8898/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5459e-07 - accuracy: 1.0000
Epoch 8899/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.5364e-07 - accuracy: 1.0000
Epoch 8900/10000
1/1 [==============================] - 0s 79ms/step - loss: 7.5364e-07 - accuracy: 1.0000 - val_loss: 4545.5830 - val_accuracy: 0.1442
Epoch 8901/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.5364e-07 - accuracy: 1.0000
Epoch 8902/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5316e-07 - accuracy: 1.0000
Epoch 8903/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5269e-07 - accuracy: 1.0000
Epoch 8904/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5173e-07 - accuracy: 1.0000
Epoch 8905/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5078e-07 - accuracy: 1.0000
Epoch 8906/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.5006e-07 - accuracy: 1.0000
Epoch 8907/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.4983e-07 - accuracy: 1.0000
Epoch 8908/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.4959e-07 - accuracy: 1.0000
Epoch 8909/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4887e-07 - accuracy: 1.0000
Epoch 8910/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4792e-07 - accuracy: 1.0000
Epoch 8911/10000
1/1 [==============================] - 0s 18ms/step - loss: 7.4744e-07 - accuracy: 1.0000
Epoch 8912/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4720e-07 - accuracy: 1.0000
Epoch 8913/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4720e-07 - accuracy: 1.0000
Epoch 8914/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4673e-07 - accuracy: 1.0000
Epoch 8915/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4649e-07 - accuracy: 1.0000
Epoch 8916/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4601e-07 - accuracy: 1.0000
Epoch 8917/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4577e-07 - accuracy: 1.0000
Epoch 8918/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4577e-07 - accuracy: 1.0000
Epoch 8919/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4530e-07 - accuracy: 1.0000
Epoch 8920/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4530e-07 - accuracy: 1.0000
Epoch 8921/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.4482e-07 - accuracy: 1.0000
Epoch 8922/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.4386e-07 - accuracy: 1.0000
Epoch 8923/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4363e-07 - accuracy: 1.0000
Epoch 8924/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4315e-07 - accuracy: 1.0000
Epoch 8925/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.4291e-07 - accuracy: 1.0000
Epoch 8926/10000
1/1 [==============================] - 0s 21ms/step - loss: 7.4196e-07 - accuracy: 1.0000
Epoch 8927/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4100e-07 - accuracy: 1.0000
Epoch 8928/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4077e-07 - accuracy: 1.0000
Epoch 8929/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.4005e-07 - accuracy: 1.0000
Epoch 8930/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3933e-07 - accuracy: 1.0000
Epoch 8931/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.3886e-07 - accuracy: 1.0000
Epoch 8932/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3790e-07 - accuracy: 1.0000
Epoch 8933/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3814e-07 - accuracy: 1.0000
Epoch 8934/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3767e-07 - accuracy: 1.0000
Epoch 8935/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.3767e-07 - accuracy: 1.0000
Epoch 8936/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3743e-07 - accuracy: 1.0000
Epoch 8937/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3719e-07 - accuracy: 1.0000
Epoch 8938/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3647e-07 - accuracy: 1.0000
Epoch 8939/10000
1/1 [==============================] - 0s 17ms/step - loss: 7.3600e-07 - accuracy: 1.0000
Epoch 8940/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3552e-07 - accuracy: 1.0000
Epoch 8941/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3528e-07 - accuracy: 1.0000
Epoch 8942/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3409e-07 - accuracy: 1.0000
Epoch 8943/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3385e-07 - accuracy: 1.0000
Epoch 8944/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3361e-07 - accuracy: 1.0000
Epoch 8945/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3337e-07 - accuracy: 1.0000
Epoch 8946/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.3337e-07 - accuracy: 1.0000
Epoch 8947/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3337e-07 - accuracy: 1.0000
Epoch 8948/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.3266e-07 - accuracy: 1.0000
Epoch 8949/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.3218e-07 - accuracy: 1.0000
Epoch 8950/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.3171e-07 - accuracy: 1.0000
Epoch 8951/10000
1/1 [==============================] - 0s 18ms/step - loss: 7.3147e-07 - accuracy: 1.0000
Epoch 8952/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3171e-07 - accuracy: 1.0000
Epoch 8953/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3147e-07 - accuracy: 1.0000
Epoch 8954/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3123e-07 - accuracy: 1.0000
Epoch 8955/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.3099e-07 - accuracy: 1.0000
Epoch 8956/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3099e-07 - accuracy: 1.0000
Epoch 8957/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3051e-07 - accuracy: 1.0000
Epoch 8958/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.3051e-07 - accuracy: 1.0000
Epoch 8959/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2980e-07 - accuracy: 1.0000
Epoch 8960/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2861e-07 - accuracy: 1.0000
Epoch 8961/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.2837e-07 - accuracy: 1.0000
Epoch 8962/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2813e-07 - accuracy: 1.0000
Epoch 8963/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2741e-07 - accuracy: 1.0000
Epoch 8964/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2741e-07 - accuracy: 1.0000
Epoch 8965/10000
1/1 [==============================] - 0s 16ms/step - loss: 7.2670e-07 - accuracy: 1.0000
Epoch 8966/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2646e-07 - accuracy: 1.0000
Epoch 8967/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.2598e-07 - accuracy: 1.0000
Epoch 8968/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2575e-07 - accuracy: 1.0000
Epoch 8969/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2551e-07 - accuracy: 1.0000
Epoch 8970/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2479e-07 - accuracy: 1.0000
Epoch 8971/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2431e-07 - accuracy: 1.0000
Epoch 8972/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2431e-07 - accuracy: 1.0000
Epoch 8973/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2312e-07 - accuracy: 1.0000
Epoch 8974/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2312e-07 - accuracy: 1.0000
Epoch 8975/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2241e-07 - accuracy: 1.0000
Epoch 8976/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2145e-07 - accuracy: 1.0000
Epoch 8977/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2098e-07 - accuracy: 1.0000
Epoch 8978/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2050e-07 - accuracy: 1.0000
Epoch 8979/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.2074e-07 - accuracy: 1.0000
Epoch 8980/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.2002e-07 - accuracy: 1.0000
Epoch 8981/10000
1/1 [==============================] - 0s 15ms/step - loss: 7.1955e-07 - accuracy: 1.0000
Epoch 8982/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.1907e-07 - accuracy: 1.0000
Epoch 8983/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1883e-07 - accuracy: 1.0000
Epoch 8984/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1883e-07 - accuracy: 1.0000
Epoch 8985/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.1835e-07 - accuracy: 1.0000
Epoch 8986/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1764e-07 - accuracy: 1.0000
Epoch 8987/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1740e-07 - accuracy: 1.0000
Epoch 8988/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1716e-07 - accuracy: 1.0000
Epoch 8989/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.1573e-07 - accuracy: 1.0000
Epoch 8990/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1502e-07 - accuracy: 1.0000
Epoch 8991/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1502e-07 - accuracy: 1.0000
Epoch 8992/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1406e-07 - accuracy: 1.0000
Epoch 8993/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1406e-07 - accuracy: 1.0000
Epoch 8994/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.1311e-07 - accuracy: 1.0000
Epoch 8995/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1382e-07 - accuracy: 1.0000
Epoch 8996/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.1406e-07 - accuracy: 1.0000
Epoch 8997/10000
1/1 [==============================] - 0s 15ms/step - loss: 7.1335e-07 - accuracy: 1.0000
Epoch 8998/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1335e-07 - accuracy: 1.0000
Epoch 8999/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1311e-07 - accuracy: 1.0000
Epoch 9000/10000
1/1 [==============================] - 0s 70ms/step - loss: 7.1263e-07 - accuracy: 1.0000 - val_loss: 4561.4434 - val_accuracy: 0.1444
Epoch 9001/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1168e-07 - accuracy: 1.0000
Epoch 9002/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1144e-07 - accuracy: 1.0000
Epoch 9003/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1072e-07 - accuracy: 1.0000
Epoch 9004/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.1025e-07 - accuracy: 1.0000
Epoch 9005/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.1025e-07 - accuracy: 1.0000
Epoch 9006/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1001e-07 - accuracy: 1.0000
Epoch 9007/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0977e-07 - accuracy: 1.0000
Epoch 9008/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1001e-07 - accuracy: 1.0000
Epoch 9009/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.1025e-07 - accuracy: 1.0000
Epoch 9010/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0906e-07 - accuracy: 1.0000
Epoch 9011/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0882e-07 - accuracy: 1.0000
Epoch 9012/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0739e-07 - accuracy: 1.0000
Epoch 9013/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0763e-07 - accuracy: 1.0000
Epoch 9014/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.0715e-07 - accuracy: 1.0000
Epoch 9015/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.0643e-07 - accuracy: 1.0000
Epoch 9016/10000
1/1 [==============================] - 0s 9ms/step - loss: 7.0572e-07 - accuracy: 1.0000
Epoch 9017/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0548e-07 - accuracy: 1.0000
Epoch 9018/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0476e-07 - accuracy: 1.0000
Epoch 9019/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0453e-07 - accuracy: 1.0000
Epoch 9020/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.0429e-07 - accuracy: 1.0000
Epoch 9021/10000
1/1 [==============================] - 0s 11ms/step - loss: 7.0381e-07 - accuracy: 1.0000
Epoch 9022/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0333e-07 - accuracy: 1.0000
Epoch 9023/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0310e-07 - accuracy: 1.0000
Epoch 9024/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0238e-07 - accuracy: 1.0000
Epoch 9025/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0143e-07 - accuracy: 1.0000
Epoch 9026/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0143e-07 - accuracy: 1.0000
Epoch 9027/10000
1/1 [==============================] - 0s 12ms/step - loss: 7.0095e-07 - accuracy: 1.0000
Epoch 9028/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0047e-07 - accuracy: 1.0000
Epoch 9029/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0047e-07 - accuracy: 1.0000
Epoch 9030/10000
1/1 [==============================] - 0s 10ms/step - loss: 7.0023e-07 - accuracy: 1.0000
Epoch 9031/10000
1/1 [==============================] - 0s 15ms/step - loss: 6.9904e-07 - accuracy: 1.0000
Epoch 9032/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.9928e-07 - accuracy: 1.0000
Epoch 9033/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9857e-07 - accuracy: 1.0000
Epoch 9034/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.9833e-07 - accuracy: 1.0000
Epoch 9035/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9857e-07 - accuracy: 1.0000
Epoch 9036/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9833e-07 - accuracy: 1.0000
Epoch 9037/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9713e-07 - accuracy: 1.0000
Epoch 9038/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.9713e-07 - accuracy: 1.0000
Epoch 9039/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9666e-07 - accuracy: 1.0000
Epoch 9040/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.9642e-07 - accuracy: 1.0000
Epoch 9041/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9570e-07 - accuracy: 1.0000
Epoch 9042/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.9547e-07 - accuracy: 1.0000
Epoch 9043/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9499e-07 - accuracy: 1.0000
Epoch 9044/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.9427e-07 - accuracy: 1.0000
Epoch 9045/10000
1/1 [==============================] - 0s 13ms/step - loss: 6.9427e-07 - accuracy: 1.0000
Epoch 9046/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9427e-07 - accuracy: 1.0000
Epoch 9047/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9356e-07 - accuracy: 1.0000
Epoch 9048/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9332e-07 - accuracy: 1.0000
Epoch 9049/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9308e-07 - accuracy: 1.0000
Epoch 9050/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.9260e-07 - accuracy: 1.0000
Epoch 9051/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9237e-07 - accuracy: 1.0000
Epoch 9052/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9165e-07 - accuracy: 1.0000
Epoch 9053/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.9141e-07 - accuracy: 1.0000
Epoch 9054/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9117e-07 - accuracy: 1.0000
Epoch 9055/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9117e-07 - accuracy: 1.0000
Epoch 9056/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.9070e-07 - accuracy: 1.0000
Epoch 9057/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.9046e-07 - accuracy: 1.0000
Epoch 9058/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8974e-07 - accuracy: 1.0000
Epoch 9059/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8927e-07 - accuracy: 1.0000
Epoch 9060/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.8927e-07 - accuracy: 1.0000
Epoch 9061/10000
1/1 [==============================] - 0s 19ms/step - loss: 6.8951e-07 - accuracy: 1.0000
Epoch 9062/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8903e-07 - accuracy: 1.0000
Epoch 9063/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.8855e-07 - accuracy: 1.0000
Epoch 9064/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8831e-07 - accuracy: 1.0000
Epoch 9065/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8879e-07 - accuracy: 1.0000
Epoch 9066/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8855e-07 - accuracy: 1.0000
Epoch 9067/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.8808e-07 - accuracy: 1.0000
Epoch 9068/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8784e-07 - accuracy: 1.0000
Epoch 9069/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8688e-07 - accuracy: 1.0000
Epoch 9070/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.8641e-07 - accuracy: 1.0000
Epoch 9071/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.8617e-07 - accuracy: 1.0000
Epoch 9072/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8569e-07 - accuracy: 1.0000
Epoch 9073/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.8498e-07 - accuracy: 1.0000
Epoch 9074/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8474e-07 - accuracy: 1.0000
Epoch 9075/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8402e-07 - accuracy: 1.0000
Epoch 9076/10000
1/1 [==============================] - 0s 21ms/step - loss: 6.8378e-07 - accuracy: 1.0000
Epoch 9077/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8307e-07 - accuracy: 1.0000
Epoch 9078/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8235e-07 - accuracy: 1.0000
Epoch 9079/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.8235e-07 - accuracy: 1.0000
Epoch 9080/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8235e-07 - accuracy: 1.0000
Epoch 9081/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8211e-07 - accuracy: 1.0000
Epoch 9082/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8188e-07 - accuracy: 1.0000
Epoch 9083/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.8188e-07 - accuracy: 1.0000
Epoch 9084/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8116e-07 - accuracy: 1.0000
Epoch 9085/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.8021e-07 - accuracy: 1.0000
Epoch 9086/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7925e-07 - accuracy: 1.0000
Epoch 9087/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7902e-07 - accuracy: 1.0000
Epoch 9088/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7902e-07 - accuracy: 1.0000
Epoch 9089/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.7878e-07 - accuracy: 1.0000
Epoch 9090/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7854e-07 - accuracy: 1.0000
Epoch 9091/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7830e-07 - accuracy: 1.0000
Epoch 9092/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7806e-07 - accuracy: 1.0000
Epoch 9093/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7735e-07 - accuracy: 1.0000
Epoch 9094/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.7735e-07 - accuracy: 1.0000
Epoch 9095/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.7663e-07 - accuracy: 1.0000
Epoch 9096/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7639e-07 - accuracy: 1.0000
Epoch 9097/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7568e-07 - accuracy: 1.0000
Epoch 9098/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7496e-07 - accuracy: 1.0000
Epoch 9099/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7425e-07 - accuracy: 1.0000
Epoch 9100/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.7401e-07 - accuracy: 1.0000 - val_loss: 4578.1357 - val_accuracy: 0.1444
Epoch 9101/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7353e-07 - accuracy: 1.0000
Epoch 9102/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.7282e-07 - accuracy: 1.0000
Epoch 9103/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7258e-07 - accuracy: 1.0000
Epoch 9104/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.7210e-07 - accuracy: 1.0000
Epoch 9105/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7162e-07 - accuracy: 1.0000
Epoch 9106/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7067e-07 - accuracy: 1.0000
Epoch 9107/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.7067e-07 - accuracy: 1.0000
Epoch 9108/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.7043e-07 - accuracy: 1.0000
Epoch 9109/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6924e-07 - accuracy: 1.0000
Epoch 9110/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.6900e-07 - accuracy: 1.0000
Epoch 9111/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6924e-07 - accuracy: 1.0000
Epoch 9112/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6852e-07 - accuracy: 1.0000
Epoch 9113/10000
1/1 [==============================] - 0s 19ms/step - loss: 6.6829e-07 - accuracy: 1.0000
Epoch 9114/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6805e-07 - accuracy: 1.0000
Epoch 9115/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6757e-07 - accuracy: 1.0000
Epoch 9116/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6686e-07 - accuracy: 1.0000
Epoch 9117/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6662e-07 - accuracy: 1.0000
Epoch 9118/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6590e-07 - accuracy: 1.0000
Epoch 9119/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6566e-07 - accuracy: 1.0000
Epoch 9120/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6519e-07 - accuracy: 1.0000
Epoch 9121/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6495e-07 - accuracy: 1.0000
Epoch 9122/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6399e-07 - accuracy: 1.0000
Epoch 9123/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6376e-07 - accuracy: 1.0000
Epoch 9124/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6447e-07 - accuracy: 1.0000
Epoch 9125/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6376e-07 - accuracy: 1.0000
Epoch 9126/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6304e-07 - accuracy: 1.0000
Epoch 9127/10000
1/1 [==============================] - 0s 12ms/step - loss: 6.6304e-07 - accuracy: 1.0000
Epoch 9128/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.6209e-07 - accuracy: 1.0000
Epoch 9129/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6161e-07 - accuracy: 1.0000
Epoch 9130/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6113e-07 - accuracy: 1.0000
Epoch 9131/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6113e-07 - accuracy: 1.0000
Epoch 9132/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.6090e-07 - accuracy: 1.0000
Epoch 9133/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.6042e-07 - accuracy: 1.0000
Epoch 9134/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.5947e-07 - accuracy: 1.0000
Epoch 9135/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5946e-07 - accuracy: 1.0000
Epoch 9136/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5923e-07 - accuracy: 1.0000
Epoch 9137/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5899e-07 - accuracy: 1.0000
Epoch 9138/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5875e-07 - accuracy: 1.0000
Epoch 9139/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5875e-07 - accuracy: 1.0000
Epoch 9140/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5803e-07 - accuracy: 1.0000
Epoch 9141/10000
1/1 [==============================] - 0s 17ms/step - loss: 6.5708e-07 - accuracy: 1.0000
Epoch 9142/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5732e-07 - accuracy: 1.0000
Epoch 9143/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5613e-07 - accuracy: 1.0000
Epoch 9144/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5565e-07 - accuracy: 1.0000
Epoch 9145/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5517e-07 - accuracy: 1.0000
Epoch 9146/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5446e-07 - accuracy: 1.0000
Epoch 9147/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5350e-07 - accuracy: 1.0000
Epoch 9148/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5303e-07 - accuracy: 1.0000
Epoch 9149/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5279e-07 - accuracy: 1.0000
Epoch 9150/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.5279e-07 - accuracy: 1.0000
Epoch 9151/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5279e-07 - accuracy: 1.0000
Epoch 9152/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5255e-07 - accuracy: 1.0000
Epoch 9153/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5255e-07 - accuracy: 1.0000
Epoch 9154/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.5231e-07 - accuracy: 1.0000
Epoch 9155/10000
1/1 [==============================] - 0s 19ms/step - loss: 6.5160e-07 - accuracy: 1.0000
Epoch 9156/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5184e-07 - accuracy: 1.0000
Epoch 9157/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5160e-07 - accuracy: 1.0000
Epoch 9158/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5112e-07 - accuracy: 1.0000
Epoch 9159/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5088e-07 - accuracy: 1.0000
Epoch 9160/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.5041e-07 - accuracy: 1.0000
Epoch 9161/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4945e-07 - accuracy: 1.0000
Epoch 9162/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4969e-07 - accuracy: 1.0000
Epoch 9163/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4945e-07 - accuracy: 1.0000
Epoch 9164/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4921e-07 - accuracy: 1.0000
Epoch 9165/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4850e-07 - accuracy: 1.0000
Epoch 9166/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4826e-07 - accuracy: 1.0000
Epoch 9167/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4731e-07 - accuracy: 1.0000
Epoch 9168/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4683e-07 - accuracy: 1.0000
Epoch 9169/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4635e-07 - accuracy: 1.0000
Epoch 9170/10000
1/1 [==============================] - 0s 16ms/step - loss: 6.4635e-07 - accuracy: 1.0000
Epoch 9171/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4492e-07 - accuracy: 1.0000
Epoch 9172/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4468e-07 - accuracy: 1.0000
Epoch 9173/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4397e-07 - accuracy: 1.0000
Epoch 9174/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.4349e-07 - accuracy: 1.0000
Epoch 9175/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4325e-07 - accuracy: 1.0000
Epoch 9176/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4301e-07 - accuracy: 1.0000
Epoch 9177/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4301e-07 - accuracy: 1.0000
Epoch 9178/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.4278e-07 - accuracy: 1.0000
Epoch 9179/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4254e-07 - accuracy: 1.0000
Epoch 9180/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4230e-07 - accuracy: 1.0000
Epoch 9181/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4182e-07 - accuracy: 1.0000
Epoch 9182/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4111e-07 - accuracy: 1.0000
Epoch 9183/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4087e-07 - accuracy: 1.0000
Epoch 9184/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.4015e-07 - accuracy: 1.0000
Epoch 9185/10000
1/1 [==============================] - 0s 13ms/step - loss: 6.4015e-07 - accuracy: 1.0000
Epoch 9186/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3991e-07 - accuracy: 1.0000
Epoch 9187/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3896e-07 - accuracy: 1.0000
Epoch 9188/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3825e-07 - accuracy: 1.0000
Epoch 9189/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.3848e-07 - accuracy: 1.0000
Epoch 9190/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3848e-07 - accuracy: 1.0000
Epoch 9191/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3777e-07 - accuracy: 1.0000
Epoch 9192/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3705e-07 - accuracy: 1.0000
Epoch 9193/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.3658e-07 - accuracy: 1.0000
Epoch 9194/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3586e-07 - accuracy: 1.0000
Epoch 9195/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3515e-07 - accuracy: 1.0000
Epoch 9196/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3467e-07 - accuracy: 1.0000
Epoch 9197/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3372e-07 - accuracy: 1.0000
Epoch 9198/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.3372e-07 - accuracy: 1.0000
Epoch 9199/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3395e-07 - accuracy: 1.0000
Epoch 9200/10000
1/1 [==============================] - 0s 78ms/step - loss: 6.3324e-07 - accuracy: 1.0000 - val_loss: 4595.1719 - val_accuracy: 0.1444
Epoch 9201/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3252e-07 - accuracy: 1.0000
Epoch 9202/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3205e-07 - accuracy: 1.0000
Epoch 9203/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3205e-07 - accuracy: 1.0000
Epoch 9204/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.3157e-07 - accuracy: 1.0000
Epoch 9205/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3157e-07 - accuracy: 1.0000
Epoch 9206/10000
1/1 [==============================] - 0s 8ms/step - loss: 6.3085e-07 - accuracy: 1.0000
Epoch 9207/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.3014e-07 - accuracy: 1.0000
Epoch 9208/10000
1/1 [==============================] - 0s 17ms/step - loss: 6.2966e-07 - accuracy: 1.0000
Epoch 9209/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2942e-07 - accuracy: 1.0000
Epoch 9210/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2919e-07 - accuracy: 1.0000
Epoch 9211/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2895e-07 - accuracy: 1.0000
Epoch 9212/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2799e-07 - accuracy: 1.0000
Epoch 9213/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2776e-07 - accuracy: 1.0000
Epoch 9214/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2704e-07 - accuracy: 1.0000
Epoch 9215/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2632e-07 - accuracy: 1.0000
Epoch 9216/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2656e-07 - accuracy: 1.0000
Epoch 9217/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2585e-07 - accuracy: 1.0000
Epoch 9218/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.2561e-07 - accuracy: 1.0000
Epoch 9219/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2513e-07 - accuracy: 1.0000
Epoch 9220/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2489e-07 - accuracy: 1.0000
Epoch 9221/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2466e-07 - accuracy: 1.0000
Epoch 9222/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2466e-07 - accuracy: 1.0000
Epoch 9223/10000
1/1 [==============================] - 0s 15ms/step - loss: 6.2394e-07 - accuracy: 1.0000
Epoch 9224/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2394e-07 - accuracy: 1.0000
Epoch 9225/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2323e-07 - accuracy: 1.0000
Epoch 9226/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2323e-07 - accuracy: 1.0000
Epoch 9227/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2370e-07 - accuracy: 1.0000
Epoch 9228/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2323e-07 - accuracy: 1.0000
Epoch 9229/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2275e-07 - accuracy: 1.0000
Epoch 9230/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2251e-07 - accuracy: 1.0000
Epoch 9231/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2227e-07 - accuracy: 1.0000
Epoch 9232/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2251e-07 - accuracy: 1.0000
Epoch 9233/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2227e-07 - accuracy: 1.0000
Epoch 9234/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2203e-07 - accuracy: 1.0000
Epoch 9235/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2179e-07 - accuracy: 1.0000
Epoch 9236/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2108e-07 - accuracy: 1.0000
Epoch 9237/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.2108e-07 - accuracy: 1.0000
Epoch 9238/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2084e-07 - accuracy: 1.0000
Epoch 9239/10000
1/1 [==============================] - 0s 13ms/step - loss: 6.2036e-07 - accuracy: 1.0000
Epoch 9240/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.2013e-07 - accuracy: 1.0000
Epoch 9241/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1989e-07 - accuracy: 1.0000
Epoch 9242/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1941e-07 - accuracy: 1.0000
Epoch 9243/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1822e-07 - accuracy: 1.0000
Epoch 9244/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1822e-07 - accuracy: 1.0000
Epoch 9245/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1750e-07 - accuracy: 1.0000
Epoch 9246/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1774e-07 - accuracy: 1.0000
Epoch 9247/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1703e-07 - accuracy: 1.0000
Epoch 9248/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1679e-07 - accuracy: 1.0000
Epoch 9249/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1679e-07 - accuracy: 1.0000
Epoch 9250/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1679e-07 - accuracy: 1.0000
Epoch 9251/10000
1/1 [==============================] - 0s 14ms/step - loss: 6.1631e-07 - accuracy: 1.0000
Epoch 9252/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1536e-07 - accuracy: 1.0000
Epoch 9253/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1440e-07 - accuracy: 1.0000
Epoch 9254/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1393e-07 - accuracy: 1.0000
Epoch 9255/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1440e-07 - accuracy: 1.0000
Epoch 9256/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1417e-07 - accuracy: 1.0000
Epoch 9257/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.1345e-07 - accuracy: 1.0000
Epoch 9258/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1250e-07 - accuracy: 1.0000
Epoch 9259/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1202e-07 - accuracy: 1.0000
Epoch 9260/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1250e-07 - accuracy: 1.0000
Epoch 9261/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1250e-07 - accuracy: 1.0000
Epoch 9262/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1059e-07 - accuracy: 1.0000
Epoch 9263/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0987e-07 - accuracy: 1.0000
Epoch 9264/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1011e-07 - accuracy: 1.0000
Epoch 9265/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.1059e-07 - accuracy: 1.0000
Epoch 9266/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.1035e-07 - accuracy: 1.0000
Epoch 9267/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.1035e-07 - accuracy: 1.0000
Epoch 9268/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.1035e-07 - accuracy: 1.0000
Epoch 9269/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.1011e-07 - accuracy: 1.0000
Epoch 9270/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0987e-07 - accuracy: 1.0000
Epoch 9271/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.0940e-07 - accuracy: 1.0000
Epoch 9272/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0868e-07 - accuracy: 1.0000
Epoch 9273/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.0868e-07 - accuracy: 1.0000
Epoch 9274/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0773e-07 - accuracy: 1.0000
Epoch 9275/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.0701e-07 - accuracy: 1.0000
Epoch 9276/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0654e-07 - accuracy: 1.0000
Epoch 9277/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0654e-07 - accuracy: 1.0000
Epoch 9278/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0654e-07 - accuracy: 1.0000
Epoch 9279/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.0654e-07 - accuracy: 1.0000
Epoch 9280/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0606e-07 - accuracy: 1.0000
Epoch 9281/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0606e-07 - accuracy: 1.0000
Epoch 9282/10000
1/1 [==============================] - 0s 12ms/step - loss: 6.0558e-07 - accuracy: 1.0000
Epoch 9283/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0606e-07 - accuracy: 1.0000
Epoch 9284/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0630e-07 - accuracy: 1.0000
Epoch 9285/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0582e-07 - accuracy: 1.0000
Epoch 9286/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0487e-07 - accuracy: 1.0000
Epoch 9287/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.0415e-07 - accuracy: 1.0000
Epoch 9288/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0463e-07 - accuracy: 1.0000
Epoch 9289/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0391e-07 - accuracy: 1.0000
Epoch 9290/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.0344e-07 - accuracy: 1.0000
Epoch 9291/10000
1/1 [==============================] - 0s 9ms/step - loss: 6.0320e-07 - accuracy: 1.0000
Epoch 9292/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0296e-07 - accuracy: 1.0000
Epoch 9293/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.0296e-07 - accuracy: 1.0000
Epoch 9294/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0248e-07 - accuracy: 1.0000
Epoch 9295/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0272e-07 - accuracy: 1.0000
Epoch 9296/10000
1/1 [==============================] - 0s 13ms/step - loss: 6.0248e-07 - accuracy: 1.0000
Epoch 9297/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0129e-07 - accuracy: 1.0000
Epoch 9298/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0081e-07 - accuracy: 1.0000
Epoch 9299/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0081e-07 - accuracy: 1.0000
Epoch 9300/10000
1/1 [==============================] - 0s 70ms/step - loss: 6.0081e-07 - accuracy: 1.0000 - val_loss: 4612.7490 - val_accuracy: 0.1442
Epoch 9301/10000
1/1 [==============================] - 0s 11ms/step - loss: 6.0058e-07 - accuracy: 1.0000
Epoch 9302/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9962e-07 - accuracy: 1.0000
Epoch 9303/10000
1/1 [==============================] - 0s 10ms/step - loss: 6.0010e-07 - accuracy: 1.0000
Epoch 9304/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9986e-07 - accuracy: 1.0000
Epoch 9305/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9938e-07 - accuracy: 1.0000
Epoch 9306/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9938e-07 - accuracy: 1.0000
Epoch 9307/10000
1/1 [==============================] - 0s 13ms/step - loss: 5.9867e-07 - accuracy: 1.0000
Epoch 9308/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9867e-07 - accuracy: 1.0000
Epoch 9309/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9867e-07 - accuracy: 1.0000
Epoch 9310/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.9795e-07 - accuracy: 1.0000
Epoch 9311/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9748e-07 - accuracy: 1.0000
Epoch 9312/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9724e-07 - accuracy: 1.0000
Epoch 9313/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9700e-07 - accuracy: 1.0000
Epoch 9314/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9652e-07 - accuracy: 1.0000
Epoch 9315/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9628e-07 - accuracy: 1.0000
Epoch 9316/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9628e-07 - accuracy: 1.0000
Epoch 9317/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.9628e-07 - accuracy: 1.0000
Epoch 9318/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9605e-07 - accuracy: 1.0000
Epoch 9319/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9557e-07 - accuracy: 1.0000
Epoch 9320/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9557e-07 - accuracy: 1.0000
Epoch 9321/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9462e-07 - accuracy: 1.0000
Epoch 9322/10000
1/1 [==============================] - 0s 17ms/step - loss: 5.9414e-07 - accuracy: 1.0000
Epoch 9323/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9414e-07 - accuracy: 1.0000
Epoch 9324/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9414e-07 - accuracy: 1.0000
Epoch 9325/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.9390e-07 - accuracy: 1.0000
Epoch 9326/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9295e-07 - accuracy: 1.0000
Epoch 9327/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9199e-07 - accuracy: 1.0000
Epoch 9328/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.9223e-07 - accuracy: 1.0000
Epoch 9329/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9223e-07 - accuracy: 1.0000
Epoch 9330/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9175e-07 - accuracy: 1.0000
Epoch 9331/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9128e-07 - accuracy: 1.0000
Epoch 9332/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9104e-07 - accuracy: 1.0000
Epoch 9333/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.9056e-07 - accuracy: 1.0000
Epoch 9334/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.9009e-07 - accuracy: 1.0000
Epoch 9335/10000
1/1 [==============================] - 0s 18ms/step - loss: 5.8961e-07 - accuracy: 1.0000
Epoch 9336/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8961e-07 - accuracy: 1.0000
Epoch 9337/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8842e-07 - accuracy: 1.0000
Epoch 9338/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8794e-07 - accuracy: 1.0000
Epoch 9339/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8794e-07 - accuracy: 1.0000
Epoch 9340/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8794e-07 - accuracy: 1.0000
Epoch 9341/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8818e-07 - accuracy: 1.0000
Epoch 9342/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8770e-07 - accuracy: 1.0000
Epoch 9343/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8675e-07 - accuracy: 1.0000
Epoch 9344/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8627e-07 - accuracy: 1.0000
Epoch 9345/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8651e-07 - accuracy: 1.0000
Epoch 9346/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8627e-07 - accuracy: 1.0000
Epoch 9347/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8651e-07 - accuracy: 1.0000
Epoch 9348/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.8603e-07 - accuracy: 1.0000
Epoch 9349/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8508e-07 - accuracy: 1.0000
Epoch 9350/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.8460e-07 - accuracy: 1.0000
Epoch 9351/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8365e-07 - accuracy: 1.0000
Epoch 9352/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8293e-07 - accuracy: 1.0000
Epoch 9353/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8269e-07 - accuracy: 1.0000
Epoch 9354/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8222e-07 - accuracy: 1.0000
Epoch 9355/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8222e-07 - accuracy: 1.0000
Epoch 9356/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8222e-07 - accuracy: 1.0000
Epoch 9357/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8222e-07 - accuracy: 1.0000
Epoch 9358/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.8198e-07 - accuracy: 1.0000
Epoch 9359/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8174e-07 - accuracy: 1.0000
Epoch 9360/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8126e-07 - accuracy: 1.0000
Epoch 9361/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.8103e-07 - accuracy: 1.0000
Epoch 9362/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.8103e-07 - accuracy: 1.0000
Epoch 9363/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.8055e-07 - accuracy: 1.0000
Epoch 9364/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.8055e-07 - accuracy: 1.0000
Epoch 9365/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.8031e-07 - accuracy: 1.0000
Epoch 9366/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7983e-07 - accuracy: 1.0000
Epoch 9367/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7864e-07 - accuracy: 1.0000
Epoch 9368/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7864e-07 - accuracy: 1.0000
Epoch 9369/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7864e-07 - accuracy: 1.0000
Epoch 9370/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7864e-07 - accuracy: 1.0000
Epoch 9371/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7816e-07 - accuracy: 1.0000
Epoch 9372/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7745e-07 - accuracy: 1.0000
Epoch 9373/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7745e-07 - accuracy: 1.0000
Epoch 9374/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7745e-07 - accuracy: 1.0000
Epoch 9375/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7626e-07 - accuracy: 1.0000
Epoch 9376/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7602e-07 - accuracy: 1.0000
Epoch 9377/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7602e-07 - accuracy: 1.0000
Epoch 9378/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7554e-07 - accuracy: 1.0000
Epoch 9379/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7483e-07 - accuracy: 1.0000
Epoch 9380/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.7411e-07 - accuracy: 1.0000
Epoch 9381/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7363e-07 - accuracy: 1.0000
Epoch 9382/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7363e-07 - accuracy: 1.0000
Epoch 9383/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7268e-07 - accuracy: 1.0000
Epoch 9384/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7268e-07 - accuracy: 1.0000
Epoch 9385/10000
1/1 [==============================] - 0s 14ms/step - loss: 5.7316e-07 - accuracy: 1.0000
Epoch 9386/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7268e-07 - accuracy: 1.0000
Epoch 9387/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7197e-07 - accuracy: 1.0000
Epoch 9388/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.7125e-07 - accuracy: 1.0000
Epoch 9389/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.7077e-07 - accuracy: 1.0000
Epoch 9390/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6982e-07 - accuracy: 1.0000
Epoch 9391/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6958e-07 - accuracy: 1.0000
Epoch 9392/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6934e-07 - accuracy: 1.0000
Epoch 9393/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6839e-07 - accuracy: 1.0000
Epoch 9394/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6791e-07 - accuracy: 1.0000
Epoch 9395/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6744e-07 - accuracy: 1.0000
Epoch 9396/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6744e-07 - accuracy: 1.0000
Epoch 9397/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6648e-07 - accuracy: 1.0000
Epoch 9398/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6553e-07 - accuracy: 1.0000
Epoch 9399/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6553e-07 - accuracy: 1.0000
Epoch 9400/10000
1/1 [==============================] - 0s 84ms/step - loss: 5.6553e-07 - accuracy: 1.0000 - val_loss: 4629.8975 - val_accuracy: 0.1442
Epoch 9401/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6505e-07 - accuracy: 1.0000
Epoch 9402/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6457e-07 - accuracy: 1.0000
Epoch 9403/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6410e-07 - accuracy: 1.0000
Epoch 9404/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6457e-07 - accuracy: 1.0000
Epoch 9405/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6410e-07 - accuracy: 1.0000
Epoch 9406/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6314e-07 - accuracy: 1.0000
Epoch 9407/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6291e-07 - accuracy: 1.0000
Epoch 9408/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.6243e-07 - accuracy: 1.0000
Epoch 9409/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6243e-07 - accuracy: 1.0000
Epoch 9410/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6219e-07 - accuracy: 1.0000
Epoch 9411/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6171e-07 - accuracy: 1.0000
Epoch 9412/10000
1/1 [==============================] - 0s 16ms/step - loss: 5.6195e-07 - accuracy: 1.0000
Epoch 9413/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.6148e-07 - accuracy: 1.0000
Epoch 9414/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.6052e-07 - accuracy: 1.0000
Epoch 9415/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5957e-07 - accuracy: 1.0000
Epoch 9416/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.5909e-07 - accuracy: 1.0000
Epoch 9417/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.5838e-07 - accuracy: 1.0000
Epoch 9418/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5861e-07 - accuracy: 1.0000
Epoch 9419/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5838e-07 - accuracy: 1.0000
Epoch 9420/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5742e-07 - accuracy: 1.0000
Epoch 9421/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5647e-07 - accuracy: 1.0000
Epoch 9422/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5599e-07 - accuracy: 1.0000
Epoch 9423/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5623e-07 - accuracy: 1.0000
Epoch 9424/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5575e-07 - accuracy: 1.0000
Epoch 9425/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5575e-07 - accuracy: 1.0000
Epoch 9426/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5623e-07 - accuracy: 1.0000
Epoch 9427/10000
1/1 [==============================] - 0s 13ms/step - loss: 5.5551e-07 - accuracy: 1.0000
Epoch 9428/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5551e-07 - accuracy: 1.0000
Epoch 9429/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5504e-07 - accuracy: 1.0000
Epoch 9430/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5504e-07 - accuracy: 1.0000
Epoch 9431/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5408e-07 - accuracy: 1.0000
Epoch 9432/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5385e-07 - accuracy: 1.0000
Epoch 9433/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5313e-07 - accuracy: 1.0000
Epoch 9434/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5313e-07 - accuracy: 1.0000
Epoch 9435/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5242e-07 - accuracy: 1.0000
Epoch 9436/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5242e-07 - accuracy: 1.0000
Epoch 9437/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5242e-07 - accuracy: 1.0000
Epoch 9438/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5218e-07 - accuracy: 1.0000
Epoch 9439/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5170e-07 - accuracy: 1.0000
Epoch 9440/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.5122e-07 - accuracy: 1.0000
Epoch 9441/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5122e-07 - accuracy: 1.0000
Epoch 9442/10000
1/1 [==============================] - 0s 17ms/step - loss: 5.5098e-07 - accuracy: 1.0000
Epoch 9443/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5051e-07 - accuracy: 1.0000
Epoch 9444/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.5003e-07 - accuracy: 1.0000
Epoch 9445/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5027e-07 - accuracy: 1.0000
Epoch 9446/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.5051e-07 - accuracy: 1.0000
Epoch 9447/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.5027e-07 - accuracy: 1.0000
Epoch 9448/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4884e-07 - accuracy: 1.0000
Epoch 9449/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4812e-07 - accuracy: 1.0000
Epoch 9450/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4765e-07 - accuracy: 1.0000
Epoch 9451/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4693e-07 - accuracy: 1.0000
Epoch 9452/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4717e-07 - accuracy: 1.0000
Epoch 9453/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4693e-07 - accuracy: 1.0000
Epoch 9454/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4669e-07 - accuracy: 1.0000
Epoch 9455/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4622e-07 - accuracy: 1.0000
Epoch 9456/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4645e-07 - accuracy: 1.0000
Epoch 9457/10000
1/1 [==============================] - 0s 17ms/step - loss: 5.4598e-07 - accuracy: 1.0000
Epoch 9458/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4526e-07 - accuracy: 1.0000
Epoch 9459/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.4502e-07 - accuracy: 1.0000
Epoch 9460/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4502e-07 - accuracy: 1.0000
Epoch 9461/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.4502e-07 - accuracy: 1.0000
Epoch 9462/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4479e-07 - accuracy: 1.0000
Epoch 9463/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4431e-07 - accuracy: 1.0000
Epoch 9464/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4383e-07 - accuracy: 1.0000
Epoch 9465/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4336e-07 - accuracy: 1.0000
Epoch 9466/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4359e-07 - accuracy: 1.0000
Epoch 9467/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4359e-07 - accuracy: 1.0000
Epoch 9468/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4336e-07 - accuracy: 1.0000
Epoch 9469/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4336e-07 - accuracy: 1.0000
Epoch 9470/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4288e-07 - accuracy: 1.0000
Epoch 9471/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4312e-07 - accuracy: 1.0000
Epoch 9472/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.4216e-07 - accuracy: 1.0000
Epoch 9473/10000
1/1 [==============================] - 0s 15ms/step - loss: 5.4169e-07 - accuracy: 1.0000
Epoch 9474/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4097e-07 - accuracy: 1.0000
Epoch 9475/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4002e-07 - accuracy: 1.0000
Epoch 9476/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.4026e-07 - accuracy: 1.0000
Epoch 9477/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4049e-07 - accuracy: 1.0000
Epoch 9478/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.4026e-07 - accuracy: 1.0000
Epoch 9479/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3954e-07 - accuracy: 1.0000
Epoch 9480/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3930e-07 - accuracy: 1.0000
Epoch 9481/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3906e-07 - accuracy: 1.0000
Epoch 9482/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3859e-07 - accuracy: 1.0000
Epoch 9483/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3811e-07 - accuracy: 1.0000
Epoch 9484/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3763e-07 - accuracy: 1.0000
Epoch 9485/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3668e-07 - accuracy: 1.0000
Epoch 9486/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3596e-07 - accuracy: 1.0000
Epoch 9487/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3620e-07 - accuracy: 1.0000
Epoch 9488/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3644e-07 - accuracy: 1.0000
Epoch 9489/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3549e-07 - accuracy: 1.0000
Epoch 9490/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3501e-07 - accuracy: 1.0000
Epoch 9491/10000
1/1 [==============================] - 0s 20ms/step - loss: 5.3525e-07 - accuracy: 1.0000
Epoch 9492/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3501e-07 - accuracy: 1.0000
Epoch 9493/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3501e-07 - accuracy: 1.0000
Epoch 9494/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3453e-07 - accuracy: 1.0000
Epoch 9495/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3382e-07 - accuracy: 1.0000
Epoch 9496/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3334e-07 - accuracy: 1.0000
Epoch 9497/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3286e-07 - accuracy: 1.0000
Epoch 9498/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.3263e-07 - accuracy: 1.0000
Epoch 9499/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.3191e-07 - accuracy: 1.0000
Epoch 9500/10000
1/1 [==============================] - 0s 84ms/step - loss: 5.3191e-07 - accuracy: 1.0000 - val_loss: 4643.5278 - val_accuracy: 0.1441
Epoch 9501/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.3215e-07 - accuracy: 1.0000
Epoch 9502/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3120e-07 - accuracy: 1.0000
Epoch 9503/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3072e-07 - accuracy: 1.0000
Epoch 9504/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.3000e-07 - accuracy: 1.0000
Epoch 9505/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2905e-07 - accuracy: 1.0000
Epoch 9506/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2905e-07 - accuracy: 1.0000
Epoch 9507/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2833e-07 - accuracy: 1.0000
Epoch 9508/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2834e-07 - accuracy: 1.0000
Epoch 9509/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2834e-07 - accuracy: 1.0000
Epoch 9510/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2810e-07 - accuracy: 1.0000
Epoch 9511/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2810e-07 - accuracy: 1.0000
Epoch 9512/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.2786e-07 - accuracy: 1.0000
Epoch 9513/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2786e-07 - accuracy: 1.0000
Epoch 9514/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2690e-07 - accuracy: 1.0000
Epoch 9515/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2667e-07 - accuracy: 1.0000
Epoch 9516/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2690e-07 - accuracy: 1.0000
Epoch 9517/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.2667e-07 - accuracy: 1.0000
Epoch 9518/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2595e-07 - accuracy: 1.0000
Epoch 9519/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2571e-07 - accuracy: 1.0000
Epoch 9520/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.2571e-07 - accuracy: 1.0000
Epoch 9521/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2595e-07 - accuracy: 1.0000
Epoch 9522/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2571e-07 - accuracy: 1.0000
Epoch 9523/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2476e-07 - accuracy: 1.0000
Epoch 9524/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2452e-07 - accuracy: 1.0000
Epoch 9525/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2500e-07 - accuracy: 1.0000
Epoch 9526/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2476e-07 - accuracy: 1.0000
Epoch 9527/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2452e-07 - accuracy: 1.0000
Epoch 9528/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.2404e-07 - accuracy: 1.0000
Epoch 9529/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2381e-07 - accuracy: 1.0000
Epoch 9530/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2333e-07 - accuracy: 1.0000
Epoch 9531/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2285e-07 - accuracy: 1.0000
Epoch 9532/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.2237e-07 - accuracy: 1.0000
Epoch 9533/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2237e-07 - accuracy: 1.0000
Epoch 9534/10000
1/1 [==============================] - 0s 13ms/step - loss: 5.2237e-07 - accuracy: 1.0000
Epoch 9535/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2214e-07 - accuracy: 1.0000
Epoch 9536/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2214e-07 - accuracy: 1.0000
Epoch 9537/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2190e-07 - accuracy: 1.0000
Epoch 9538/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2142e-07 - accuracy: 1.0000
Epoch 9539/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2094e-07 - accuracy: 1.0000
Epoch 9540/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2023e-07 - accuracy: 1.0000
Epoch 9541/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.2071e-07 - accuracy: 1.0000
Epoch 9542/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2094e-07 - accuracy: 1.0000
Epoch 9543/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.2047e-07 - accuracy: 1.0000
Epoch 9544/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1999e-07 - accuracy: 1.0000
Epoch 9545/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1999e-07 - accuracy: 1.0000
Epoch 9546/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1975e-07 - accuracy: 1.0000
Epoch 9547/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1951e-07 - accuracy: 1.0000
Epoch 9548/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1928e-07 - accuracy: 1.0000
Epoch 9549/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.1832e-07 - accuracy: 1.0000
Epoch 9550/10000
1/1 [==============================] - 0s 19ms/step - loss: 5.1856e-07 - accuracy: 1.0000
Epoch 9551/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1784e-07 - accuracy: 1.0000
Epoch 9552/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1737e-07 - accuracy: 1.0000
Epoch 9553/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.1665e-07 - accuracy: 1.0000
Epoch 9554/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1618e-07 - accuracy: 1.0000
Epoch 9555/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1546e-07 - accuracy: 1.0000
Epoch 9556/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1546e-07 - accuracy: 1.0000
Epoch 9557/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1546e-07 - accuracy: 1.0000
Epoch 9558/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1522e-07 - accuracy: 1.0000
Epoch 9559/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1498e-07 - accuracy: 1.0000
Epoch 9560/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1498e-07 - accuracy: 1.0000
Epoch 9561/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1498e-07 - accuracy: 1.0000
Epoch 9562/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1498e-07 - accuracy: 1.0000
Epoch 9563/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1427e-07 - accuracy: 1.0000
Epoch 9564/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1403e-07 - accuracy: 1.0000
Epoch 9565/10000
1/1 [==============================] - 0s 16ms/step - loss: 5.1403e-07 - accuracy: 1.0000
Epoch 9566/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1403e-07 - accuracy: 1.0000
Epoch 9567/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1403e-07 - accuracy: 1.0000
Epoch 9568/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1379e-07 - accuracy: 1.0000
Epoch 9569/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.1379e-07 - accuracy: 1.0000
Epoch 9570/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1331e-07 - accuracy: 1.0000
Epoch 9571/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.1308e-07 - accuracy: 1.0000
Epoch 9572/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1308e-07 - accuracy: 1.0000
Epoch 9573/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1236e-07 - accuracy: 1.0000
Epoch 9574/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1188e-07 - accuracy: 1.0000
Epoch 9575/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.1141e-07 - accuracy: 1.0000
Epoch 9576/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1045e-07 - accuracy: 1.0000
Epoch 9577/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0998e-07 - accuracy: 1.0000
Epoch 9578/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.0998e-07 - accuracy: 1.0000
Epoch 9579/10000
1/1 [==============================] - 0s 20ms/step - loss: 5.0998e-07 - accuracy: 1.0000
Epoch 9580/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0998e-07 - accuracy: 1.0000
Epoch 9581/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0998e-07 - accuracy: 1.0000
Epoch 9582/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.1022e-07 - accuracy: 1.0000
Epoch 9583/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.1022e-07 - accuracy: 1.0000
Epoch 9584/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0950e-07 - accuracy: 1.0000
Epoch 9585/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0926e-07 - accuracy: 1.0000
Epoch 9586/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0878e-07 - accuracy: 1.0000
Epoch 9587/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0807e-07 - accuracy: 1.0000
Epoch 9588/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.0759e-07 - accuracy: 1.0000
Epoch 9589/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0735e-07 - accuracy: 1.0000
Epoch 9590/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0735e-07 - accuracy: 1.0000
Epoch 9591/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.0688e-07 - accuracy: 1.0000
Epoch 9592/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0688e-07 - accuracy: 1.0000
Epoch 9593/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0664e-07 - accuracy: 1.0000
Epoch 9594/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0592e-07 - accuracy: 1.0000
Epoch 9595/10000
1/1 [==============================] - 0s 16ms/step - loss: 5.0616e-07 - accuracy: 1.0000
Epoch 9596/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.0545e-07 - accuracy: 1.0000
Epoch 9597/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0545e-07 - accuracy: 1.0000
Epoch 9598/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0473e-07 - accuracy: 1.0000
Epoch 9599/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0473e-07 - accuracy: 1.0000
Epoch 9600/10000
1/1 [==============================] - 0s 76ms/step - loss: 5.0425e-07 - accuracy: 1.0000 - val_loss: 4657.0654 - val_accuracy: 0.1442
Epoch 9601/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0402e-07 - accuracy: 1.0000
Epoch 9602/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.0402e-07 - accuracy: 1.0000
Epoch 9603/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0425e-07 - accuracy: 1.0000
Epoch 9604/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.0425e-07 - accuracy: 1.0000
Epoch 9605/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0330e-07 - accuracy: 1.0000
Epoch 9606/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.0306e-07 - accuracy: 1.0000
Epoch 9607/10000
1/1 [==============================] - 0s 12ms/step - loss: 5.0282e-07 - accuracy: 1.0000
Epoch 9608/10000
1/1 [==============================] - 0s 9ms/step - loss: 5.0235e-07 - accuracy: 1.0000
Epoch 9609/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0211e-07 - accuracy: 1.0000
Epoch 9610/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0187e-07 - accuracy: 1.0000
Epoch 9611/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0163e-07 - accuracy: 1.0000
Epoch 9612/10000
1/1 [==============================] - 0s 11ms/step - loss: 5.0139e-07 - accuracy: 1.0000
Epoch 9613/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0116e-07 - accuracy: 1.0000
Epoch 9614/10000
1/1 [==============================] - 0s 10ms/step - loss: 5.0092e-07 - accuracy: 1.0000
Epoch 9615/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9996e-07 - accuracy: 1.0000
Epoch 9616/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9925e-07 - accuracy: 1.0000
Epoch 9617/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9877e-07 - accuracy: 1.0000
Epoch 9618/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.9853e-07 - accuracy: 1.0000
Epoch 9619/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9877e-07 - accuracy: 1.0000
Epoch 9620/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9829e-07 - accuracy: 1.0000
Epoch 9621/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9806e-07 - accuracy: 1.0000
Epoch 9622/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.9758e-07 - accuracy: 1.0000
Epoch 9623/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9758e-07 - accuracy: 1.0000
Epoch 9624/10000
1/1 [==============================] - 0s 13ms/step - loss: 4.9734e-07 - accuracy: 1.0000
Epoch 9625/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.9734e-07 - accuracy: 1.0000
Epoch 9626/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9686e-07 - accuracy: 1.0000
Epoch 9627/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9663e-07 - accuracy: 1.0000
Epoch 9628/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9663e-07 - accuracy: 1.0000
Epoch 9629/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.9663e-07 - accuracy: 1.0000
Epoch 9630/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9615e-07 - accuracy: 1.0000
Epoch 9631/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.9567e-07 - accuracy: 1.0000
Epoch 9632/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9519e-07 - accuracy: 1.0000
Epoch 9633/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9519e-07 - accuracy: 1.0000
Epoch 9634/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9543e-07 - accuracy: 1.0000
Epoch 9635/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9496e-07 - accuracy: 1.0000
Epoch 9636/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9519e-07 - accuracy: 1.0000
Epoch 9637/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9496e-07 - accuracy: 1.0000
Epoch 9638/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9496e-07 - accuracy: 1.0000
Epoch 9639/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9448e-07 - accuracy: 1.0000
Epoch 9640/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9448e-07 - accuracy: 1.0000
Epoch 9641/10000
1/1 [==============================] - 0s 14ms/step - loss: 4.9448e-07 - accuracy: 1.0000
Epoch 9642/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9448e-07 - accuracy: 1.0000
Epoch 9643/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.9424e-07 - accuracy: 1.0000
Epoch 9644/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9400e-07 - accuracy: 1.0000
Epoch 9645/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9329e-07 - accuracy: 1.0000
Epoch 9646/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9305e-07 - accuracy: 1.0000
Epoch 9647/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9305e-07 - accuracy: 1.0000
Epoch 9648/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9210e-07 - accuracy: 1.0000
Epoch 9649/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.9233e-07 - accuracy: 1.0000
Epoch 9650/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9162e-07 - accuracy: 1.0000
Epoch 9651/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9162e-07 - accuracy: 1.0000
Epoch 9652/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9138e-07 - accuracy: 1.0000
Epoch 9653/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9090e-07 - accuracy: 1.0000
Epoch 9654/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9066e-07 - accuracy: 1.0000
Epoch 9655/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.9043e-07 - accuracy: 1.0000
Epoch 9656/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.9043e-07 - accuracy: 1.0000
Epoch 9657/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.9019e-07 - accuracy: 1.0000
Epoch 9658/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8995e-07 - accuracy: 1.0000
Epoch 9659/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.8876e-07 - accuracy: 1.0000
Epoch 9660/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8828e-07 - accuracy: 1.0000
Epoch 9661/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8852e-07 - accuracy: 1.0000
Epoch 9662/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.8804e-07 - accuracy: 1.0000
Epoch 9663/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8804e-07 - accuracy: 1.0000
Epoch 9664/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8733e-07 - accuracy: 1.0000
Epoch 9665/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8804e-07 - accuracy: 1.0000
Epoch 9666/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8780e-07 - accuracy: 1.0000
Epoch 9667/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.8709e-07 - accuracy: 1.0000
Epoch 9668/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8661e-07 - accuracy: 1.0000
Epoch 9669/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8685e-07 - accuracy: 1.0000
Epoch 9670/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8685e-07 - accuracy: 1.0000
Epoch 9671/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8566e-07 - accuracy: 1.0000
Epoch 9672/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8566e-07 - accuracy: 1.0000
Epoch 9673/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8542e-07 - accuracy: 1.0000
Epoch 9674/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8518e-07 - accuracy: 1.0000
Epoch 9675/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8518e-07 - accuracy: 1.0000
Epoch 9676/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.8494e-07 - accuracy: 1.0000
Epoch 9677/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8447e-07 - accuracy: 1.0000
Epoch 9678/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8423e-07 - accuracy: 1.0000
Epoch 9679/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8470e-07 - accuracy: 1.0000
Epoch 9680/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8399e-07 - accuracy: 1.0000
Epoch 9681/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.8351e-07 - accuracy: 1.0000
Epoch 9682/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.8304e-07 - accuracy: 1.0000
Epoch 9683/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8280e-07 - accuracy: 1.0000
Epoch 9684/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8304e-07 - accuracy: 1.0000
Epoch 9685/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8280e-07 - accuracy: 1.0000
Epoch 9686/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8232e-07 - accuracy: 1.0000
Epoch 9687/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8184e-07 - accuracy: 1.0000
Epoch 9688/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8137e-07 - accuracy: 1.0000
Epoch 9689/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.8137e-07 - accuracy: 1.0000
Epoch 9690/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8113e-07 - accuracy: 1.0000
Epoch 9691/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.8041e-07 - accuracy: 1.0000
Epoch 9692/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.8041e-07 - accuracy: 1.0000
Epoch 9693/10000
1/1 [==============================] - 0s 13ms/step - loss: 4.8041e-07 - accuracy: 1.0000
Epoch 9694/10000
1/1 [==============================] - 0s 14ms/step - loss: 4.7994e-07 - accuracy: 1.0000
Epoch 9695/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7994e-07 - accuracy: 1.0000
Epoch 9696/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7946e-07 - accuracy: 1.0000
Epoch 9697/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7994e-07 - accuracy: 1.0000
Epoch 9698/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7922e-07 - accuracy: 1.0000
Epoch 9699/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7922e-07 - accuracy: 1.0000
Epoch 9700/10000
1/1 [==============================] - 0s 71ms/step - loss: 4.7851e-07 - accuracy: 1.0000 - val_loss: 4670.2046 - val_accuracy: 0.1441
Epoch 9701/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7803e-07 - accuracy: 1.0000
Epoch 9702/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7779e-07 - accuracy: 1.0000
Epoch 9703/10000
1/1 [==============================] - 0s 14ms/step - loss: 4.7755e-07 - accuracy: 1.0000
Epoch 9704/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7731e-07 - accuracy: 1.0000
Epoch 9705/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7708e-07 - accuracy: 1.0000
Epoch 9706/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.7708e-07 - accuracy: 1.0000
Epoch 9707/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7684e-07 - accuracy: 1.0000
Epoch 9708/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7684e-07 - accuracy: 1.0000
Epoch 9709/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7684e-07 - accuracy: 1.0000
Epoch 9710/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7612e-07 - accuracy: 1.0000
Epoch 9711/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7564e-07 - accuracy: 1.0000
Epoch 9712/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7564e-07 - accuracy: 1.0000
Epoch 9713/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7493e-07 - accuracy: 1.0000
Epoch 9714/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7493e-07 - accuracy: 1.0000
Epoch 9715/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7445e-07 - accuracy: 1.0000
Epoch 9716/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7469e-07 - accuracy: 1.0000
Epoch 9717/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7374e-07 - accuracy: 1.0000
Epoch 9718/10000
1/1 [==============================] - 0s 18ms/step - loss: 4.7374e-07 - accuracy: 1.0000
Epoch 9719/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7326e-07 - accuracy: 1.0000
Epoch 9720/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7302e-07 - accuracy: 1.0000
Epoch 9721/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7255e-07 - accuracy: 1.0000
Epoch 9722/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7231e-07 - accuracy: 1.0000
Epoch 9723/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7231e-07 - accuracy: 1.0000
Epoch 9724/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7159e-07 - accuracy: 1.0000
Epoch 9725/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7159e-07 - accuracy: 1.0000
Epoch 9726/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7159e-07 - accuracy: 1.0000
Epoch 9727/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7135e-07 - accuracy: 1.0000
Epoch 9728/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.7135e-07 - accuracy: 1.0000
Epoch 9729/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7111e-07 - accuracy: 1.0000
Epoch 9730/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.7064e-07 - accuracy: 1.0000
Epoch 9731/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7064e-07 - accuracy: 1.0000
Epoch 9732/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.7040e-07 - accuracy: 1.0000
Epoch 9733/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6992e-07 - accuracy: 1.0000
Epoch 9734/10000
1/1 [==============================] - 0s 15ms/step - loss: 4.6968e-07 - accuracy: 1.0000
Epoch 9735/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6921e-07 - accuracy: 1.0000
Epoch 9736/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6873e-07 - accuracy: 1.0000
Epoch 9737/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.6802e-07 - accuracy: 1.0000
Epoch 9738/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6778e-07 - accuracy: 1.0000
Epoch 9739/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6778e-07 - accuracy: 1.0000
Epoch 9740/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.6706e-07 - accuracy: 1.0000
Epoch 9741/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6706e-07 - accuracy: 1.0000
Epoch 9742/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6706e-07 - accuracy: 1.0000
Epoch 9743/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6730e-07 - accuracy: 1.0000
Epoch 9744/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6706e-07 - accuracy: 1.0000
Epoch 9745/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6706e-07 - accuracy: 1.0000
Epoch 9746/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6635e-07 - accuracy: 1.0000
Epoch 9747/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6611e-07 - accuracy: 1.0000
Epoch 9748/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.6587e-07 - accuracy: 1.0000
Epoch 9749/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.6611e-07 - accuracy: 1.0000
Epoch 9750/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.6587e-07 - accuracy: 1.0000
Epoch 9751/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6492e-07 - accuracy: 1.0000
Epoch 9752/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6420e-07 - accuracy: 1.0000
Epoch 9753/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6396e-07 - accuracy: 1.0000
Epoch 9754/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6396e-07 - accuracy: 1.0000
Epoch 9755/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6372e-07 - accuracy: 1.0000
Epoch 9756/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.6372e-07 - accuracy: 1.0000
Epoch 9757/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6325e-07 - accuracy: 1.0000
Epoch 9758/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.6301e-07 - accuracy: 1.0000
Epoch 9759/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6277e-07 - accuracy: 1.0000
Epoch 9760/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6253e-07 - accuracy: 1.0000
Epoch 9761/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6229e-07 - accuracy: 1.0000
Epoch 9762/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.6205e-07 - accuracy: 1.0000
Epoch 9763/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.6158e-07 - accuracy: 1.0000
Epoch 9764/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6086e-07 - accuracy: 1.0000
Epoch 9765/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6062e-07 - accuracy: 1.0000
Epoch 9766/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.6015e-07 - accuracy: 1.0000
Epoch 9767/10000
1/1 [==============================] - 0s 16ms/step - loss: 4.5967e-07 - accuracy: 1.0000
Epoch 9768/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5943e-07 - accuracy: 1.0000
Epoch 9769/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5919e-07 - accuracy: 1.0000
Epoch 9770/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5896e-07 - accuracy: 1.0000
Epoch 9771/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5919e-07 - accuracy: 1.0000
Epoch 9772/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5943e-07 - accuracy: 1.0000
Epoch 9773/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5848e-07 - accuracy: 1.0000
Epoch 9774/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5800e-07 - accuracy: 1.0000
Epoch 9775/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5776e-07 - accuracy: 1.0000
Epoch 9776/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5752e-07 - accuracy: 1.0000
Epoch 9777/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5681e-07 - accuracy: 1.0000
Epoch 9778/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5681e-07 - accuracy: 1.0000
Epoch 9779/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5705e-07 - accuracy: 1.0000
Epoch 9780/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5657e-07 - accuracy: 1.0000
Epoch 9781/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5609e-07 - accuracy: 1.0000
Epoch 9782/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5586e-07 - accuracy: 1.0000
Epoch 9783/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5633e-07 - accuracy: 1.0000
Epoch 9784/10000
1/1 [==============================] - 0s 20ms/step - loss: 4.5609e-07 - accuracy: 1.0000
Epoch 9785/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5538e-07 - accuracy: 1.0000
Epoch 9786/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5466e-07 - accuracy: 1.0000
Epoch 9787/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5443e-07 - accuracy: 1.0000
Epoch 9788/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5443e-07 - accuracy: 1.0000
Epoch 9789/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5371e-07 - accuracy: 1.0000
Epoch 9790/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5347e-07 - accuracy: 1.0000
Epoch 9791/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5323e-07 - accuracy: 1.0000
Epoch 9792/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5323e-07 - accuracy: 1.0000
Epoch 9793/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5276e-07 - accuracy: 1.0000
Epoch 9794/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5228e-07 - accuracy: 1.0000
Epoch 9795/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5228e-07 - accuracy: 1.0000
Epoch 9796/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5228e-07 - accuracy: 1.0000
Epoch 9797/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5133e-07 - accuracy: 1.0000
Epoch 9798/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.5085e-07 - accuracy: 1.0000
Epoch 9799/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5037e-07 - accuracy: 1.0000
Epoch 9800/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.5109e-07 - accuracy: 1.0000 - val_loss: 4687.3936 - val_accuracy: 0.1442
Epoch 9801/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5085e-07 - accuracy: 1.0000
Epoch 9802/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.5061e-07 - accuracy: 1.0000
Epoch 9803/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.5013e-07 - accuracy: 1.0000
Epoch 9804/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.4966e-07 - accuracy: 1.0000
Epoch 9805/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4942e-07 - accuracy: 1.0000
Epoch 9806/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4942e-07 - accuracy: 1.0000
Epoch 9807/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4942e-07 - accuracy: 1.0000
Epoch 9808/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4870e-07 - accuracy: 1.0000
Epoch 9809/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4870e-07 - accuracy: 1.0000
Epoch 9810/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4870e-07 - accuracy: 1.0000
Epoch 9811/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4846e-07 - accuracy: 1.0000
Epoch 9812/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.4775e-07 - accuracy: 1.0000
Epoch 9813/10000
1/1 [==============================] - 0s 15ms/step - loss: 4.4703e-07 - accuracy: 1.0000
Epoch 9814/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4680e-07 - accuracy: 1.0000
Epoch 9815/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4727e-07 - accuracy: 1.0000
Epoch 9816/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4727e-07 - accuracy: 1.0000
Epoch 9817/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4703e-07 - accuracy: 1.0000
Epoch 9818/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4632e-07 - accuracy: 1.0000
Epoch 9819/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4584e-07 - accuracy: 1.0000
Epoch 9820/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.4489e-07 - accuracy: 1.0000
Epoch 9821/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4441e-07 - accuracy: 1.0000
Epoch 9822/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4441e-07 - accuracy: 1.0000
Epoch 9823/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4346e-07 - accuracy: 1.0000
Epoch 9824/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4346e-07 - accuracy: 1.0000
Epoch 9825/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4346e-07 - accuracy: 1.0000
Epoch 9826/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4346e-07 - accuracy: 1.0000
Epoch 9827/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4346e-07 - accuracy: 1.0000
Epoch 9828/10000
1/1 [==============================] - 0s 18ms/step - loss: 4.4322e-07 - accuracy: 1.0000
Epoch 9829/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.4298e-07 - accuracy: 1.0000
Epoch 9830/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.4179e-07 - accuracy: 1.0000
Epoch 9831/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4179e-07 - accuracy: 1.0000
Epoch 9832/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4155e-07 - accuracy: 1.0000
Epoch 9833/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4131e-07 - accuracy: 1.0000
Epoch 9834/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4107e-07 - accuracy: 1.0000
Epoch 9835/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.4060e-07 - accuracy: 1.0000
Epoch 9836/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.4084e-07 - accuracy: 1.0000
Epoch 9837/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4107e-07 - accuracy: 1.0000
Epoch 9838/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4107e-07 - accuracy: 1.0000
Epoch 9839/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.4036e-07 - accuracy: 1.0000
Epoch 9840/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3941e-07 - accuracy: 1.0000
Epoch 9841/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3845e-07 - accuracy: 1.0000
Epoch 9842/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.3774e-07 - accuracy: 1.0000
Epoch 9843/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3821e-07 - accuracy: 1.0000
Epoch 9844/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3774e-07 - accuracy: 1.0000
Epoch 9845/10000
1/1 [==============================] - 0s 19ms/step - loss: 4.3797e-07 - accuracy: 1.0000
Epoch 9846/10000
1/1 [==============================] - 0s 8ms/step - loss: 4.3702e-07 - accuracy: 1.0000
Epoch 9847/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3607e-07 - accuracy: 1.0000
Epoch 9848/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3583e-07 - accuracy: 1.0000
Epoch 9849/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3559e-07 - accuracy: 1.0000
Epoch 9850/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3559e-07 - accuracy: 1.0000
Epoch 9851/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3535e-07 - accuracy: 1.0000
Epoch 9852/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3511e-07 - accuracy: 1.0000
Epoch 9853/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3511e-07 - accuracy: 1.0000
Epoch 9854/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3535e-07 - accuracy: 1.0000
Epoch 9855/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3511e-07 - accuracy: 1.0000
Epoch 9856/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3488e-07 - accuracy: 1.0000
Epoch 9857/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3464e-07 - accuracy: 1.0000
Epoch 9858/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3321e-07 - accuracy: 1.0000
Epoch 9859/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3344e-07 - accuracy: 1.0000
Epoch 9860/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3321e-07 - accuracy: 1.0000
Epoch 9861/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3321e-07 - accuracy: 1.0000
Epoch 9862/10000
1/1 [==============================] - 0s 13ms/step - loss: 4.3225e-07 - accuracy: 1.0000
Epoch 9863/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.3225e-07 - accuracy: 1.0000
Epoch 9864/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3201e-07 - accuracy: 1.0000
Epoch 9865/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3178e-07 - accuracy: 1.0000
Epoch 9866/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3106e-07 - accuracy: 1.0000
Epoch 9867/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3130e-07 - accuracy: 1.0000
Epoch 9868/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3130e-07 - accuracy: 1.0000
Epoch 9869/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3130e-07 - accuracy: 1.0000
Epoch 9870/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3106e-07 - accuracy: 1.0000
Epoch 9871/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3082e-07 - accuracy: 1.0000
Epoch 9872/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3058e-07 - accuracy: 1.0000
Epoch 9873/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3058e-07 - accuracy: 1.0000
Epoch 9874/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.3058e-07 - accuracy: 1.0000
Epoch 9875/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.3035e-07 - accuracy: 1.0000
Epoch 9876/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2987e-07 - accuracy: 1.0000
Epoch 9877/10000
1/1 [==============================] - 0s 12ms/step - loss: 4.2987e-07 - accuracy: 1.0000
Epoch 9878/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2939e-07 - accuracy: 1.0000
Epoch 9879/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2868e-07 - accuracy: 1.0000
Epoch 9880/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2844e-07 - accuracy: 1.0000
Epoch 9881/10000
1/1 [==============================] - 0s 15ms/step - loss: 4.2796e-07 - accuracy: 1.0000
Epoch 9882/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2772e-07 - accuracy: 1.0000
Epoch 9883/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2748e-07 - accuracy: 1.0000
Epoch 9884/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2748e-07 - accuracy: 1.0000
Epoch 9885/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2725e-07 - accuracy: 1.0000
Epoch 9886/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2677e-07 - accuracy: 1.0000
Epoch 9887/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2653e-07 - accuracy: 1.0000
Epoch 9888/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2605e-07 - accuracy: 1.0000
Epoch 9889/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2605e-07 - accuracy: 1.0000
Epoch 9890/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2486e-07 - accuracy: 1.0000
Epoch 9891/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2486e-07 - accuracy: 1.0000
Epoch 9892/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2486e-07 - accuracy: 1.0000
Epoch 9893/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2510e-07 - accuracy: 1.0000
Epoch 9894/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2510e-07 - accuracy: 1.0000
Epoch 9895/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2438e-07 - accuracy: 1.0000
Epoch 9896/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2391e-07 - accuracy: 1.0000
Epoch 9897/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2391e-07 - accuracy: 1.0000
Epoch 9898/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2438e-07 - accuracy: 1.0000
Epoch 9899/10000
1/1 [==============================] - 0s 15ms/step - loss: 4.2367e-07 - accuracy: 1.0000
Epoch 9900/10000
1/1 [==============================] - 0s 69ms/step - loss: 4.2319e-07 - accuracy: 1.0000 - val_loss: 4704.3018 - val_accuracy: 0.1441
Epoch 9901/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2319e-07 - accuracy: 1.0000
Epoch 9902/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2295e-07 - accuracy: 1.0000
Epoch 9903/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2295e-07 - accuracy: 1.0000
Epoch 9904/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2272e-07 - accuracy: 1.0000
Epoch 9905/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2248e-07 - accuracy: 1.0000
Epoch 9906/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2200e-07 - accuracy: 1.0000
Epoch 9907/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2176e-07 - accuracy: 1.0000
Epoch 9908/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2152e-07 - accuracy: 1.0000
Epoch 9909/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2176e-07 - accuracy: 1.0000
Epoch 9910/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2129e-07 - accuracy: 1.0000
Epoch 9911/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2105e-07 - accuracy: 1.0000
Epoch 9912/10000
1/1 [==============================] - 0s 22ms/step - loss: 4.2105e-07 - accuracy: 1.0000
Epoch 9913/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2105e-07 - accuracy: 1.0000
Epoch 9914/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2105e-07 - accuracy: 1.0000
Epoch 9915/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2057e-07 - accuracy: 1.0000
Epoch 9916/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2033e-07 - accuracy: 1.0000
Epoch 9917/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2009e-07 - accuracy: 1.0000
Epoch 9918/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1985e-07 - accuracy: 1.0000
Epoch 9919/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1985e-07 - accuracy: 1.0000
Epoch 9920/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.2009e-07 - accuracy: 1.0000
Epoch 9921/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.2033e-07 - accuracy: 1.0000
Epoch 9922/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1985e-07 - accuracy: 1.0000
Epoch 9923/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1962e-07 - accuracy: 1.0000
Epoch 9924/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1914e-07 - accuracy: 1.0000
Epoch 9925/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1914e-07 - accuracy: 1.0000
Epoch 9926/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1795e-07 - accuracy: 1.0000
Epoch 9927/10000
1/1 [==============================] - 0s 17ms/step - loss: 4.1819e-07 - accuracy: 1.0000
Epoch 9928/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1842e-07 - accuracy: 1.0000
Epoch 9929/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1795e-07 - accuracy: 1.0000
Epoch 9930/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1723e-07 - accuracy: 1.0000
Epoch 9931/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1652e-07 - accuracy: 1.0000
Epoch 9932/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1580e-07 - accuracy: 1.0000
Epoch 9933/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1532e-07 - accuracy: 1.0000
Epoch 9934/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1580e-07 - accuracy: 1.0000
Epoch 9935/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1580e-07 - accuracy: 1.0000
Epoch 9936/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1556e-07 - accuracy: 1.0000
Epoch 9937/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1485e-07 - accuracy: 1.0000
Epoch 9938/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1437e-07 - accuracy: 1.0000
Epoch 9939/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.1437e-07 - accuracy: 1.0000
Epoch 9940/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1389e-07 - accuracy: 1.0000
Epoch 9941/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1342e-07 - accuracy: 1.0000
Epoch 9942/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1366e-07 - accuracy: 1.0000
Epoch 9943/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1389e-07 - accuracy: 1.0000
Epoch 9944/10000
1/1 [==============================] - 0s 15ms/step - loss: 4.1318e-07 - accuracy: 1.0000
Epoch 9945/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1318e-07 - accuracy: 1.0000
Epoch 9946/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1342e-07 - accuracy: 1.0000
Epoch 9947/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1342e-07 - accuracy: 1.0000
Epoch 9948/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1294e-07 - accuracy: 1.0000
Epoch 9949/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1294e-07 - accuracy: 1.0000
Epoch 9950/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1270e-07 - accuracy: 1.0000
Epoch 9951/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1270e-07 - accuracy: 1.0000
Epoch 9952/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1175e-07 - accuracy: 1.0000
Epoch 9953/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1151e-07 - accuracy: 1.0000
Epoch 9954/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1079e-07 - accuracy: 1.0000
Epoch 9955/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1079e-07 - accuracy: 1.0000
Epoch 9956/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1008e-07 - accuracy: 1.0000
Epoch 9957/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.1056e-07 - accuracy: 1.0000
Epoch 9958/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.1032e-07 - accuracy: 1.0000
Epoch 9959/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0936e-07 - accuracy: 1.0000
Epoch 9960/10000
1/1 [==============================] - 0s 17ms/step - loss: 4.0841e-07 - accuracy: 1.0000
Epoch 9961/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0865e-07 - accuracy: 1.0000
Epoch 9962/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0889e-07 - accuracy: 1.0000
Epoch 9963/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0936e-07 - accuracy: 1.0000
Epoch 9964/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0936e-07 - accuracy: 1.0000
Epoch 9965/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0913e-07 - accuracy: 1.0000
Epoch 9966/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0865e-07 - accuracy: 1.0000
Epoch 9967/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0817e-07 - accuracy: 1.0000
Epoch 9968/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0841e-07 - accuracy: 1.0000
Epoch 9969/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0793e-07 - accuracy: 1.0000
Epoch 9970/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0746e-07 - accuracy: 1.0000
Epoch 9971/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0746e-07 - accuracy: 1.0000
Epoch 9972/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0674e-07 - accuracy: 1.0000
Epoch 9973/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.0579e-07 - accuracy: 1.0000
Epoch 9974/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0626e-07 - accuracy: 1.0000
Epoch 9975/10000
1/1 [==============================] - 0s 21ms/step - loss: 4.0603e-07 - accuracy: 1.0000
Epoch 9976/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0507e-07 - accuracy: 1.0000
Epoch 9977/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0483e-07 - accuracy: 1.0000
Epoch 9978/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0483e-07 - accuracy: 1.0000
Epoch 9979/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0412e-07 - accuracy: 1.0000
Epoch 9980/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0436e-07 - accuracy: 1.0000
Epoch 9981/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0483e-07 - accuracy: 1.0000
Epoch 9982/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0460e-07 - accuracy: 1.0000
Epoch 9983/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0412e-07 - accuracy: 1.0000
Epoch 9984/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0436e-07 - accuracy: 1.0000
Epoch 9985/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0412e-07 - accuracy: 1.0000
Epoch 9986/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0412e-07 - accuracy: 1.0000
Epoch 9987/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0412e-07 - accuracy: 1.0000
Epoch 9988/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0436e-07 - accuracy: 1.0000
Epoch 9989/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0388e-07 - accuracy: 1.0000
Epoch 9990/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0364e-07 - accuracy: 1.0000
Epoch 9991/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0364e-07 - accuracy: 1.0000
Epoch 9992/10000
1/1 [==============================] - 0s 17ms/step - loss: 4.0245e-07 - accuracy: 1.0000
Epoch 9993/10000
1/1 [==============================] - 0s 10ms/step - loss: 4.0221e-07 - accuracy: 1.0000
Epoch 9994/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0221e-07 - accuracy: 1.0000
Epoch 9995/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0221e-07 - accuracy: 1.0000
Epoch 9996/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0197e-07 - accuracy: 1.0000
Epoch 9997/10000
1/1 [==============================] - 0s 9ms/step - loss: 4.0173e-07 - accuracy: 1.0000
Epoch 9998/10000
1/1 [==============================] - 0s 8ms/step - loss: 4.0078e-07 - accuracy: 1.0000
Epoch 9999/10000
1/1 [==============================] - 0s 11ms/step - loss: 4.0030e-07 - accuracy: 1.0000
Epoch 10000/10000
1/1 [==============================] - 0s 69ms/step - loss: 3.9983e-07 - accuracy: 1.0000 - val_loss: 4715.7158 - val_accuracy: 0.1440
In [40]:
model_4.save('model_4.keras')
In [41]:
import pickle

with open('history_4.pkl', 'wb') as file:
    pickle.dump(history_4.history, file)

# Save the model weights to a file
model_4.save_weights('model_4_weights.h5')
In [44]:
# Assuming you have already trained the model and obtained the history object 'history_4'

# Plot training & validation accuracy values for the first 100 epochs
plt.figure(figsize=(10, 6))
plt.plot(history_4.history['accuracy'][:500], label='Training Accuracy', color='blue')
plt.plot(history_4.history['val_accuracy'][:100], label='Validation Accuracy', color='green')
plt.title('Model Accuracy for the First 100 Epochs')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.legend()
plt.show()

Transfer learning task¶

In [46]:
%%capture
!pip install tensorflow-addons
In [47]:
import tensorflow as tf
import tensorflow_addons as tfa

# Define the pretext model architecture
model_5 = tf.keras.models.Sequential([
    tf.keras.layers.Conv2D(filters=10, kernel_size=(5, 5), input_shape=(32, 32, 3), strides=(1, 1), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Conv2D(10, kernel_size=(5, 5), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dense(20, activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.Dense(10, activation=None, kernel_initializer='he_normal', name='last_layer')
])

# Load weights from the pretext model
#model_3 = tf.keras.models.load_model('model_3.keras')

# Loop through the shared layers and transfer the weights
for i in range(len(model_5.layers) - 1):  # excluding the last layer
    model_5.layers[i].set_weights(model_3.layers[i].get_weights())



# Define optimizers for the last layer and the remaining layers
optimizers = [
    tf.keras.optimizers.Adam(learning_rate=1e-6),  # Optimizer for remaining layers
    tf.keras.optimizers.Adam(learning_rate=1e-3)   # Optimizer for the last layer
]
optimizers_and_layers = [(optimizers[0], model_5.layers[:-1]), (optimizers[1], model_5.layers[-1])]
optimizer = tfa.optimizers.MultiOptimizer(optimizers_and_layers)

# Compile the model with MultiOptimizer and appropriate loss function
model_5.compile(optimizer=optimizer, loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), metrics=['accuracy'])

# Assuming you have 'last_500', 'last_500_labels', 'test_images', and 'test_labels' loaded


model_5.summary()

/usr/local/lib/python3.10/dist-packages/tensorflow_addons/utils/tfa_eol_msg.py:23: UserWarning: 

TensorFlow Addons (TFA) has ended development and introduction of new features.
TFA has entered a minimal maintenance and release mode until a planned end of life in May 2024.
Please modify downstream libraries to take dependencies from other repositories in our TensorFlow community (e.g. Keras, Keras-CV, and Keras-NLP). 

For more information see: https://github.com/tensorflow/addons/issues/2807 

  warnings.warn(

Model: "sequential_3"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_6 (Conv2D)           (None, 28, 28, 10)        760       
                                                                 
 max_pooling2d_6 (MaxPoolin  (None, 14, 14, 10)        0         
 g2D)                                                            
                                                                 
 conv2d_7 (Conv2D)           (None, 10, 10, 10)        2510      
                                                                 
 max_pooling2d_7 (MaxPoolin  (None, 5, 5, 10)          0         
 g2D)                                                            
                                                                 
 flatten_3 (Flatten)         (None, 250)               0         
                                                                 
 dense_6 (Dense)             (None, 20)                5020      
                                                                 
 last_layer (Dense)          (None, 10)                210       
                                                                 
=================================================================
Total params: 8500 (33.20 KB)
Trainable params: 8500 (33.20 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [48]:
# Train the transfer learning model
history_5 = model_5.fit(x_baseline_new, y_baseline, epochs=10000, batch_size=500,
                                      validation_data=(X_test_reshaped, y_test), validation_freq=100)

Streaming output truncated to the last 5000 lines.
1/1 [==============================] - 0s 10ms/step - loss: 1.1878 - accuracy: 0.5760
Epoch 7502/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1877 - accuracy: 0.5760
Epoch 7503/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1877 - accuracy: 0.5760
Epoch 7504/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1876 - accuracy: 0.5760
Epoch 7505/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1876 - accuracy: 0.5760
Epoch 7506/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1875 - accuracy: 0.5760
Epoch 7507/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1874 - accuracy: 0.5760
Epoch 7508/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1874 - accuracy: 0.5760
Epoch 7509/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1873 - accuracy: 0.5760
Epoch 7510/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1873 - accuracy: 0.5760
Epoch 7511/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1872 - accuracy: 0.5760
Epoch 7512/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1872 - accuracy: 0.5760
Epoch 7513/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1871 - accuracy: 0.5760
Epoch 7514/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1871 - accuracy: 0.5760
Epoch 7515/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1870 - accuracy: 0.5760
Epoch 7516/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1870 - accuracy: 0.5760
Epoch 7517/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1869 - accuracy: 0.5760
Epoch 7518/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1869 - accuracy: 0.5760
Epoch 7519/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1868 - accuracy: 0.5760
Epoch 7520/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1868 - accuracy: 0.5760
Epoch 7521/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1867 - accuracy: 0.5760
Epoch 7522/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1867 - accuracy: 0.5760
Epoch 7523/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1866 - accuracy: 0.5760
Epoch 7524/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1866 - accuracy: 0.5760
Epoch 7525/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1865 - accuracy: 0.5760
Epoch 7526/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1865 - accuracy: 0.5760
Epoch 7527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1864 - accuracy: 0.5760
Epoch 7528/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1864 - accuracy: 0.5760
Epoch 7529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1863 - accuracy: 0.5760
Epoch 7530/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1863 - accuracy: 0.5760
Epoch 7531/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1862 - accuracy: 0.5760
Epoch 7532/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1862 - accuracy: 0.5760
Epoch 7533/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1861 - accuracy: 0.5760
Epoch 7534/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1861 - accuracy: 0.5760
Epoch 7535/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1860 - accuracy: 0.5760
Epoch 7536/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1860 - accuracy: 0.5760
Epoch 7537/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1859 - accuracy: 0.5760
Epoch 7538/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1859 - accuracy: 0.5760
Epoch 7539/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1858 - accuracy: 0.5760
Epoch 7540/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1858 - accuracy: 0.5760
Epoch 7541/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1857 - accuracy: 0.5760
Epoch 7542/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1857 - accuracy: 0.5760
Epoch 7543/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1856 - accuracy: 0.5760
Epoch 7544/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1856 - accuracy: 0.5760
Epoch 7545/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1855 - accuracy: 0.5760
Epoch 7546/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1855 - accuracy: 0.5760
Epoch 7547/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1854 - accuracy: 0.5760
Epoch 7548/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1854 - accuracy: 0.5760
Epoch 7549/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1853 - accuracy: 0.5760
Epoch 7550/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1853 - accuracy: 0.5760
Epoch 7551/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1852 - accuracy: 0.5760
Epoch 7552/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1852 - accuracy: 0.5760
Epoch 7553/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1851 - accuracy: 0.5760
Epoch 7554/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1851 - accuracy: 0.5760
Epoch 7555/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1850 - accuracy: 0.5760
Epoch 7556/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1850 - accuracy: 0.5760
Epoch 7557/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1849 - accuracy: 0.5760
Epoch 7558/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1849 - accuracy: 0.5760
Epoch 7559/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1848 - accuracy: 0.5760
Epoch 7560/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1848 - accuracy: 0.5780
Epoch 7561/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1847 - accuracy: 0.5780
Epoch 7562/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1847 - accuracy: 0.5780
Epoch 7563/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1846 - accuracy: 0.5780
Epoch 7564/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1846 - accuracy: 0.5780
Epoch 7565/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1845 - accuracy: 0.5780
Epoch 7566/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1845 - accuracy: 0.5780
Epoch 7567/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1844 - accuracy: 0.5780
Epoch 7568/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1844 - accuracy: 0.5780
Epoch 7569/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1843 - accuracy: 0.5760
Epoch 7570/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1843 - accuracy: 0.5760
Epoch 7571/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1842 - accuracy: 0.5760
Epoch 7572/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1842 - accuracy: 0.5760
Epoch 7573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1841 - accuracy: 0.5760
Epoch 7574/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1841 - accuracy: 0.5760
Epoch 7575/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1840 - accuracy: 0.5760
Epoch 7576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1840 - accuracy: 0.5760
Epoch 7577/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1839 - accuracy: 0.5760
Epoch 7578/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1839 - accuracy: 0.5760
Epoch 7579/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1838 - accuracy: 0.5760
Epoch 7580/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1838 - accuracy: 0.5760
Epoch 7581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1837 - accuracy: 0.5760
Epoch 7582/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1837 - accuracy: 0.5760
Epoch 7583/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1836 - accuracy: 0.5760
Epoch 7584/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1836 - accuracy: 0.5760
Epoch 7585/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1835 - accuracy: 0.5760
Epoch 7586/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1835 - accuracy: 0.5760
Epoch 7587/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1834 - accuracy: 0.5760
Epoch 7588/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1834 - accuracy: 0.5760
Epoch 7589/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1833 - accuracy: 0.5760
Epoch 7590/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1833 - accuracy: 0.5760
Epoch 7591/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1832 - accuracy: 0.5760
Epoch 7592/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1832 - accuracy: 0.5760
Epoch 7593/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1831 - accuracy: 0.5760
Epoch 7594/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1831 - accuracy: 0.5760
Epoch 7595/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1830 - accuracy: 0.5760
Epoch 7596/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1830 - accuracy: 0.5760
Epoch 7597/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1829 - accuracy: 0.5760
Epoch 7598/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1829 - accuracy: 0.5760
Epoch 7599/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1828 - accuracy: 0.5760
Epoch 7600/10000
1/1 [==============================] - 0s 71ms/step - loss: 1.1828 - accuracy: 0.5760 - val_loss: 272.6186 - val_accuracy: 0.1762
Epoch 7601/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1827 - accuracy: 0.5760
Epoch 7602/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1827 - accuracy: 0.5760
Epoch 7603/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.1826 - accuracy: 0.5760
Epoch 7604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1826 - accuracy: 0.5760
Epoch 7605/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1825 - accuracy: 0.5760
Epoch 7606/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1825 - accuracy: 0.5760
Epoch 7607/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1824 - accuracy: 0.5760
Epoch 7608/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1824 - accuracy: 0.5780
Epoch 7609/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1823 - accuracy: 0.5780
Epoch 7610/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1823 - accuracy: 0.5780
Epoch 7611/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1822 - accuracy: 0.5780
Epoch 7612/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1822 - accuracy: 0.5780
Epoch 7613/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1822 - accuracy: 0.5780
Epoch 7614/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1821 - accuracy: 0.5800
Epoch 7615/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1821 - accuracy: 0.5800
Epoch 7616/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1820 - accuracy: 0.5800
Epoch 7617/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1820 - accuracy: 0.5800
Epoch 7618/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1819 - accuracy: 0.5800
Epoch 7619/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1819 - accuracy: 0.5800
Epoch 7620/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1818 - accuracy: 0.5800
Epoch 7621/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1818 - accuracy: 0.5800
Epoch 7622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1817 - accuracy: 0.5800
Epoch 7623/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1817 - accuracy: 0.5800
Epoch 7624/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1816 - accuracy: 0.5800
Epoch 7625/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1816 - accuracy: 0.5800
Epoch 7626/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1815 - accuracy: 0.5800
Epoch 7627/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1815 - accuracy: 0.5800
Epoch 7628/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1814 - accuracy: 0.5800
Epoch 7629/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1814 - accuracy: 0.5800
Epoch 7630/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.1813 - accuracy: 0.5800
Epoch 7631/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1813 - accuracy: 0.5800
Epoch 7632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1812 - accuracy: 0.5800
Epoch 7633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1812 - accuracy: 0.5800
Epoch 7634/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1811 - accuracy: 0.5800
Epoch 7635/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1811 - accuracy: 0.5800
Epoch 7636/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1810 - accuracy: 0.5800
Epoch 7637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1810 - accuracy: 0.5800
Epoch 7638/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1809 - accuracy: 0.5800
Epoch 7639/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1809 - accuracy: 0.5800
Epoch 7640/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1808 - accuracy: 0.5800
Epoch 7641/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1808 - accuracy: 0.5800
Epoch 7642/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1807 - accuracy: 0.5800
Epoch 7643/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1807 - accuracy: 0.5800
Epoch 7644/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1806 - accuracy: 0.5800
Epoch 7645/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1806 - accuracy: 0.5800
Epoch 7646/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1805 - accuracy: 0.5800
Epoch 7647/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1805 - accuracy: 0.5800
Epoch 7648/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1804 - accuracy: 0.5800
Epoch 7649/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1804 - accuracy: 0.5820
Epoch 7650/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1803 - accuracy: 0.5820
Epoch 7651/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1803 - accuracy: 0.5820
Epoch 7652/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1802 - accuracy: 0.5820
Epoch 7653/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1802 - accuracy: 0.5820
Epoch 7654/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1801 - accuracy: 0.5820
Epoch 7655/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1801 - accuracy: 0.5820
Epoch 7656/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1801 - accuracy: 0.5820
Epoch 7657/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1800 - accuracy: 0.5820
Epoch 7658/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1800 - accuracy: 0.5840
Epoch 7659/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1799 - accuracy: 0.5840
Epoch 7660/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1799 - accuracy: 0.5840
Epoch 7661/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1798 - accuracy: 0.5840
Epoch 7662/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1798 - accuracy: 0.5840
Epoch 7663/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1797 - accuracy: 0.5840
Epoch 7664/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1797 - accuracy: 0.5840
Epoch 7665/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1796 - accuracy: 0.5840
Epoch 7666/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1796 - accuracy: 0.5840
Epoch 7667/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1795 - accuracy: 0.5840
Epoch 7668/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1795 - accuracy: 0.5840
Epoch 7669/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1794 - accuracy: 0.5840
Epoch 7670/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1794 - accuracy: 0.5840
Epoch 7671/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1793 - accuracy: 0.5840
Epoch 7672/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1793 - accuracy: 0.5840
Epoch 7673/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1792 - accuracy: 0.5840
Epoch 7674/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1792 - accuracy: 0.5840
Epoch 7675/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1791 - accuracy: 0.5840
Epoch 7676/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1791 - accuracy: 0.5840
Epoch 7677/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1790 - accuracy: 0.5840
Epoch 7678/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1790 - accuracy: 0.5840
Epoch 7679/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1789 - accuracy: 0.5840
Epoch 7680/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1789 - accuracy: 0.5840
Epoch 7681/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1788 - accuracy: 0.5840
Epoch 7682/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1788 - accuracy: 0.5840
Epoch 7683/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1787 - accuracy: 0.5840
Epoch 7684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1787 - accuracy: 0.5840
Epoch 7685/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1786 - accuracy: 0.5840
Epoch 7686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1786 - accuracy: 0.5840
Epoch 7687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1785 - accuracy: 0.5840
Epoch 7688/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1785 - accuracy: 0.5840
Epoch 7689/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1785 - accuracy: 0.5840
Epoch 7690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1784 - accuracy: 0.5840
Epoch 7691/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1784 - accuracy: 0.5840
Epoch 7692/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1783 - accuracy: 0.5840
Epoch 7693/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1783 - accuracy: 0.5840
Epoch 7694/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1782 - accuracy: 0.5840
Epoch 7695/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1782 - accuracy: 0.5840
Epoch 7696/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1781 - accuracy: 0.5840
Epoch 7697/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1781 - accuracy: 0.5840
Epoch 7698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1780 - accuracy: 0.5840
Epoch 7699/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1780 - accuracy: 0.5840
Epoch 7700/10000
1/1 [==============================] - 0s 71ms/step - loss: 1.1779 - accuracy: 0.5840 - val_loss: 275.8232 - val_accuracy: 0.1758
Epoch 7701/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1779 - accuracy: 0.5840
Epoch 7702/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1778 - accuracy: 0.5840
Epoch 7703/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1778 - accuracy: 0.5840
Epoch 7704/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1777 - accuracy: 0.5840
Epoch 7705/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1777 - accuracy: 0.5840
Epoch 7706/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1776 - accuracy: 0.5840
Epoch 7707/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1776 - accuracy: 0.5840
Epoch 7708/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1775 - accuracy: 0.5840
Epoch 7709/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1775 - accuracy: 0.5840
Epoch 7710/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1774 - accuracy: 0.5840
Epoch 7711/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1774 - accuracy: 0.5840
Epoch 7712/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1773 - accuracy: 0.5840
Epoch 7713/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1773 - accuracy: 0.5840
Epoch 7714/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1772 - accuracy: 0.5840
Epoch 7715/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1772 - accuracy: 0.5840
Epoch 7716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1772 - accuracy: 0.5840
Epoch 7717/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1771 - accuracy: 0.5840
Epoch 7718/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1771 - accuracy: 0.5840
Epoch 7719/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1770 - accuracy: 0.5840
Epoch 7720/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1770 - accuracy: 0.5840
Epoch 7721/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1769 - accuracy: 0.5840
Epoch 7722/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1769 - accuracy: 0.5840
Epoch 7723/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1768 - accuracy: 0.5840
Epoch 7724/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1768 - accuracy: 0.5840
Epoch 7725/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1767 - accuracy: 0.5840
Epoch 7726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1767 - accuracy: 0.5840
Epoch 7727/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1766 - accuracy: 0.5840
Epoch 7728/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1766 - accuracy: 0.5840
Epoch 7729/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1765 - accuracy: 0.5840
Epoch 7730/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1765 - accuracy: 0.5840
Epoch 7731/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1764 - accuracy: 0.5840
Epoch 7732/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1764 - accuracy: 0.5840
Epoch 7733/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1763 - accuracy: 0.5840
Epoch 7734/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1763 - accuracy: 0.5840
Epoch 7735/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1762 - accuracy: 0.5840
Epoch 7736/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1762 - accuracy: 0.5840
Epoch 7737/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1762 - accuracy: 0.5840
Epoch 7738/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1761 - accuracy: 0.5840
Epoch 7739/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1761 - accuracy: 0.5840
Epoch 7740/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1760 - accuracy: 0.5840
Epoch 7741/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1760 - accuracy: 0.5840
Epoch 7742/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1759 - accuracy: 0.5840
Epoch 7743/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1759 - accuracy: 0.5840
Epoch 7744/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1758 - accuracy: 0.5840
Epoch 7745/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1758 - accuracy: 0.5840
Epoch 7746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1757 - accuracy: 0.5840
Epoch 7747/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1757 - accuracy: 0.5840
Epoch 7748/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1756 - accuracy: 0.5840
Epoch 7749/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1756 - accuracy: 0.5840
Epoch 7750/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1755 - accuracy: 0.5840
Epoch 7751/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1755 - accuracy: 0.5840
Epoch 7752/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1754 - accuracy: 0.5840
Epoch 7753/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1754 - accuracy: 0.5840
Epoch 7754/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1754 - accuracy: 0.5840
Epoch 7755/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1753 - accuracy: 0.5840
Epoch 7756/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1753 - accuracy: 0.5840
Epoch 7757/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1752 - accuracy: 0.5840
Epoch 7758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1752 - accuracy: 0.5840
Epoch 7759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1751 - accuracy: 0.5840
Epoch 7760/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1751 - accuracy: 0.5840
Epoch 7761/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1750 - accuracy: 0.5840
Epoch 7762/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1750 - accuracy: 0.5840
Epoch 7763/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1749 - accuracy: 0.5840
Epoch 7764/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1749 - accuracy: 0.5840
Epoch 7765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1748 - accuracy: 0.5840
Epoch 7766/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1748 - accuracy: 0.5840
Epoch 7767/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1747 - accuracy: 0.5840
Epoch 7768/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1747 - accuracy: 0.5840
Epoch 7769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1747 - accuracy: 0.5840
Epoch 7770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1746 - accuracy: 0.5840
Epoch 7771/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1746 - accuracy: 0.5840
Epoch 7772/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1745 - accuracy: 0.5840
Epoch 7773/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1745 - accuracy: 0.5840
Epoch 7774/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1744 - accuracy: 0.5840
Epoch 7775/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1744 - accuracy: 0.5840
Epoch 7776/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1743 - accuracy: 0.5840
Epoch 7777/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1743 - accuracy: 0.5840
Epoch 7778/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1742 - accuracy: 0.5860
Epoch 7779/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1742 - accuracy: 0.5860
Epoch 7780/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1741 - accuracy: 0.5860
Epoch 7781/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1741 - accuracy: 0.5860
Epoch 7782/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1740 - accuracy: 0.5860
Epoch 7783/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1740 - accuracy: 0.5860
Epoch 7784/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1740 - accuracy: 0.5860
Epoch 7785/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1739 - accuracy: 0.5860
Epoch 7786/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1739 - accuracy: 0.5860
Epoch 7787/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1738 - accuracy: 0.5860
Epoch 7788/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1738 - accuracy: 0.5860
Epoch 7789/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1737 - accuracy: 0.5860
Epoch 7790/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1737 - accuracy: 0.5860
Epoch 7791/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1736 - accuracy: 0.5860
Epoch 7792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1736 - accuracy: 0.5860
Epoch 7793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1735 - accuracy: 0.5860
Epoch 7794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1735 - accuracy: 0.5860
Epoch 7795/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1734 - accuracy: 0.5860
Epoch 7796/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1734 - accuracy: 0.5860
Epoch 7797/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1734 - accuracy: 0.5860
Epoch 7798/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1733 - accuracy: 0.5860
Epoch 7799/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1733 - accuracy: 0.5860
Epoch 7800/10000
1/1 [==============================] - 0s 83ms/step - loss: 1.1732 - accuracy: 0.5860 - val_loss: 279.0275 - val_accuracy: 0.1752
Epoch 7801/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1732 - accuracy: 0.5860
Epoch 7802/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1731 - accuracy: 0.5860
Epoch 7803/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1731 - accuracy: 0.5860
Epoch 7804/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1730 - accuracy: 0.5860
Epoch 7805/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1730 - accuracy: 0.5860
Epoch 7806/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1729 - accuracy: 0.5860
Epoch 7807/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1729 - accuracy: 0.5860
Epoch 7808/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1728 - accuracy: 0.5860
Epoch 7809/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1728 - accuracy: 0.5860
Epoch 7810/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1728 - accuracy: 0.5860
Epoch 7811/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1727 - accuracy: 0.5860
Epoch 7812/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1727 - accuracy: 0.5860
Epoch 7813/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1726 - accuracy: 0.5860
Epoch 7814/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1726 - accuracy: 0.5860
Epoch 7815/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1725 - accuracy: 0.5860
Epoch 7816/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1725 - accuracy: 0.5860
Epoch 7817/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1724 - accuracy: 0.5860
Epoch 7818/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1724 - accuracy: 0.5860
Epoch 7819/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1723 - accuracy: 0.5860
Epoch 7820/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1723 - accuracy: 0.5860
Epoch 7821/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1723 - accuracy: 0.5860
Epoch 7822/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1722 - accuracy: 0.5860
Epoch 7823/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1722 - accuracy: 0.5860
Epoch 7824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1721 - accuracy: 0.5860
Epoch 7825/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1721 - accuracy: 0.5860
Epoch 7826/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1720 - accuracy: 0.5860
Epoch 7827/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1720 - accuracy: 0.5860
Epoch 7828/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1719 - accuracy: 0.5860
Epoch 7829/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1719 - accuracy: 0.5860
Epoch 7830/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1719 - accuracy: 0.5860
Epoch 7831/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1718 - accuracy: 0.5860
Epoch 7832/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1718 - accuracy: 0.5860
Epoch 7833/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1717 - accuracy: 0.5860
Epoch 7834/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1717 - accuracy: 0.5860
Epoch 7835/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1716 - accuracy: 0.5860
Epoch 7836/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1716 - accuracy: 0.5860
Epoch 7837/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1715 - accuracy: 0.5860
Epoch 7838/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1715 - accuracy: 0.5860
Epoch 7839/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1714 - accuracy: 0.5860
Epoch 7840/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1714 - accuracy: 0.5880
Epoch 7841/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1714 - accuracy: 0.5880
Epoch 7842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1713 - accuracy: 0.5880
Epoch 7843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1713 - accuracy: 0.5880
Epoch 7844/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1712 - accuracy: 0.5880
Epoch 7845/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1712 - accuracy: 0.5880
Epoch 7846/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1711 - accuracy: 0.5880
Epoch 7847/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1711 - accuracy: 0.5880
Epoch 7848/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1710 - accuracy: 0.5880
Epoch 7849/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1710 - accuracy: 0.5880
Epoch 7850/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1710 - accuracy: 0.5880
Epoch 7851/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1709 - accuracy: 0.5880
Epoch 7852/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1709 - accuracy: 0.5880
Epoch 7853/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1708 - accuracy: 0.5880
Epoch 7854/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1708 - accuracy: 0.5880
Epoch 7855/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1707 - accuracy: 0.5880
Epoch 7856/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1707 - accuracy: 0.5880
Epoch 7857/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1706 - accuracy: 0.5880
Epoch 7858/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1706 - accuracy: 0.5880
Epoch 7859/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1706 - accuracy: 0.5880
Epoch 7860/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1705 - accuracy: 0.5880
Epoch 7861/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1705 - accuracy: 0.5880
Epoch 7862/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1704 - accuracy: 0.5880
Epoch 7863/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1704 - accuracy: 0.5880
Epoch 7864/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1703 - accuracy: 0.5880
Epoch 7865/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1703 - accuracy: 0.5880
Epoch 7866/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1702 - accuracy: 0.5880
Epoch 7867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1702 - accuracy: 0.5880
Epoch 7868/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1702 - accuracy: 0.5880
Epoch 7869/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1701 - accuracy: 0.5880
Epoch 7870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1701 - accuracy: 0.5880
Epoch 7871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1700 - accuracy: 0.5880
Epoch 7872/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1700 - accuracy: 0.5880
Epoch 7873/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1699 - accuracy: 0.5880
Epoch 7874/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1699 - accuracy: 0.5880
Epoch 7875/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1698 - accuracy: 0.5880
Epoch 7876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1698 - accuracy: 0.5880
Epoch 7877/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1698 - accuracy: 0.5880
Epoch 7878/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1697 - accuracy: 0.5880
Epoch 7879/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1697 - accuracy: 0.5880
Epoch 7880/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1696 - accuracy: 0.5880
Epoch 7881/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1696 - accuracy: 0.5880
Epoch 7882/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1695 - accuracy: 0.5880
Epoch 7883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1695 - accuracy: 0.5880
Epoch 7884/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1694 - accuracy: 0.5880
Epoch 7885/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1694 - accuracy: 0.5880
Epoch 7886/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1694 - accuracy: 0.5880
Epoch 7887/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1693 - accuracy: 0.5880
Epoch 7888/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1693 - accuracy: 0.5880
Epoch 7889/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1692 - accuracy: 0.5880
Epoch 7890/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1692 - accuracy: 0.5880
Epoch 7891/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1691 - accuracy: 0.5880
Epoch 7892/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1691 - accuracy: 0.5880
Epoch 7893/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1691 - accuracy: 0.5880
Epoch 7894/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1690 - accuracy: 0.5880
Epoch 7895/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1690 - accuracy: 0.5880
Epoch 7896/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1689 - accuracy: 0.5880
Epoch 7897/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1689 - accuracy: 0.5880
Epoch 7898/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1688 - accuracy: 0.5880
Epoch 7899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1688 - accuracy: 0.5880
Epoch 7900/10000
1/1 [==============================] - 0s 75ms/step - loss: 1.1687 - accuracy: 0.5880 - val_loss: 282.0039 - val_accuracy: 0.1755
Epoch 7901/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1687 - accuracy: 0.5880
Epoch 7902/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1687 - accuracy: 0.5880
Epoch 7903/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1686 - accuracy: 0.5880
Epoch 7904/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1686 - accuracy: 0.5880
Epoch 7905/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1685 - accuracy: 0.5880
Epoch 7906/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1685 - accuracy: 0.5880
Epoch 7907/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1684 - accuracy: 0.5880
Epoch 7908/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1684 - accuracy: 0.5880
Epoch 7909/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1683 - accuracy: 0.5880
Epoch 7910/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1683 - accuracy: 0.5880
Epoch 7911/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1683 - accuracy: 0.5880
Epoch 7912/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1682 - accuracy: 0.5880
Epoch 7913/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1682 - accuracy: 0.5880
Epoch 7914/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1681 - accuracy: 0.5880
Epoch 7915/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1681 - accuracy: 0.5880
Epoch 7916/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1680 - accuracy: 0.5880
Epoch 7917/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1680 - accuracy: 0.5880
Epoch 7918/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1680 - accuracy: 0.5880
Epoch 7919/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1679 - accuracy: 0.5880
Epoch 7920/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1679 - accuracy: 0.5880
Epoch 7921/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1678 - accuracy: 0.5880
Epoch 7922/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1678 - accuracy: 0.5880
Epoch 7923/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1677 - accuracy: 0.5880
Epoch 7924/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1677 - accuracy: 0.5880
Epoch 7925/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1676 - accuracy: 0.5880
Epoch 7926/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1676 - accuracy: 0.5880
Epoch 7927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1676 - accuracy: 0.5880
Epoch 7928/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1675 - accuracy: 0.5880
Epoch 7929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1675 - accuracy: 0.5880
Epoch 7930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1674 - accuracy: 0.5880
Epoch 7931/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1674 - accuracy: 0.5880
Epoch 7932/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1673 - accuracy: 0.5880
Epoch 7933/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1673 - accuracy: 0.5880
Epoch 7934/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1672 - accuracy: 0.5880
Epoch 7935/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1672 - accuracy: 0.5880
Epoch 7936/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1672 - accuracy: 0.5880
Epoch 7937/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1671 - accuracy: 0.5880
Epoch 7938/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1671 - accuracy: 0.5880
Epoch 7939/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1670 - accuracy: 0.5880
Epoch 7940/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1670 - accuracy: 0.5880
Epoch 7941/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1669 - accuracy: 0.5880
Epoch 7942/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1669 - accuracy: 0.5880
Epoch 7943/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1668 - accuracy: 0.5880
Epoch 7944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1668 - accuracy: 0.5880
Epoch 7945/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1668 - accuracy: 0.5880
Epoch 7946/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1667 - accuracy: 0.5880
Epoch 7947/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1667 - accuracy: 0.5880
Epoch 7948/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1666 - accuracy: 0.5880
Epoch 7949/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1666 - accuracy: 0.5880
Epoch 7950/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1665 - accuracy: 0.5880
Epoch 7951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1665 - accuracy: 0.5880
Epoch 7952/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1664 - accuracy: 0.5860
Epoch 7953/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1664 - accuracy: 0.5860
Epoch 7954/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1664 - accuracy: 0.5860
Epoch 7955/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1663 - accuracy: 0.5860
Epoch 7956/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1663 - accuracy: 0.5860
Epoch 7957/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1662 - accuracy: 0.5860
Epoch 7958/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1662 - accuracy: 0.5860
Epoch 7959/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1661 - accuracy: 0.5880
Epoch 7960/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1661 - accuracy: 0.5880
Epoch 7961/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1661 - accuracy: 0.5880
Epoch 7962/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1660 - accuracy: 0.5880
Epoch 7963/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1660 - accuracy: 0.5880
Epoch 7964/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1659 - accuracy: 0.5880
Epoch 7965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1659 - accuracy: 0.5880
Epoch 7966/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1658 - accuracy: 0.5880
Epoch 7967/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1658 - accuracy: 0.5880
Epoch 7968/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1657 - accuracy: 0.5880
Epoch 7969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1657 - accuracy: 0.5880
Epoch 7970/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1657 - accuracy: 0.5880
Epoch 7971/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1656 - accuracy: 0.5880
Epoch 7972/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1656 - accuracy: 0.5880
Epoch 7973/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1655 - accuracy: 0.5880
Epoch 7974/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1655 - accuracy: 0.5880
Epoch 7975/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1654 - accuracy: 0.5880
Epoch 7976/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1654 - accuracy: 0.5860
Epoch 7977/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1653 - accuracy: 0.5860
Epoch 7978/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1653 - accuracy: 0.5860
Epoch 7979/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1653 - accuracy: 0.5860
Epoch 7980/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1652 - accuracy: 0.5860
Epoch 7981/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1652 - accuracy: 0.5860
Epoch 7982/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1651 - accuracy: 0.5860
Epoch 7983/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1651 - accuracy: 0.5860
Epoch 7984/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1650 - accuracy: 0.5860
Epoch 7985/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1650 - accuracy: 0.5860
Epoch 7986/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1649 - accuracy: 0.5860
Epoch 7987/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1649 - accuracy: 0.5860
Epoch 7988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1649 - accuracy: 0.5860
Epoch 7989/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1648 - accuracy: 0.5860
Epoch 7990/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1648 - accuracy: 0.5860
Epoch 7991/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1647 - accuracy: 0.5860
Epoch 7992/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1647 - accuracy: 0.5860
Epoch 7993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1646 - accuracy: 0.5860
Epoch 7994/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1646 - accuracy: 0.5860
Epoch 7995/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1646 - accuracy: 0.5860
Epoch 7996/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1645 - accuracy: 0.5860
Epoch 7997/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1645 - accuracy: 0.5860
Epoch 7998/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1644 - accuracy: 0.5860
Epoch 7999/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1644 - accuracy: 0.5860
Epoch 8000/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.1643 - accuracy: 0.5860 - val_loss: 285.1131 - val_accuracy: 0.1756
Epoch 8001/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1643 - accuracy: 0.5860
Epoch 8002/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1642 - accuracy: 0.5860
Epoch 8003/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1642 - accuracy: 0.5860
Epoch 8004/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1642 - accuracy: 0.5860
Epoch 8005/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1641 - accuracy: 0.5860
Epoch 8006/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1641 - accuracy: 0.5860
Epoch 8007/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1640 - accuracy: 0.5860
Epoch 8008/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1640 - accuracy: 0.5860
Epoch 8009/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1639 - accuracy: 0.5860
Epoch 8010/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1639 - accuracy: 0.5860
Epoch 8011/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1638 - accuracy: 0.5860
Epoch 8012/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1638 - accuracy: 0.5860
Epoch 8013/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1638 - accuracy: 0.5860
Epoch 8014/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1637 - accuracy: 0.5860
Epoch 8015/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1637 - accuracy: 0.5860
Epoch 8016/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1636 - accuracy: 0.5860
Epoch 8017/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1636 - accuracy: 0.5860
Epoch 8018/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1635 - accuracy: 0.5860
Epoch 8019/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1635 - accuracy: 0.5860
Epoch 8020/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1635 - accuracy: 0.5860
Epoch 8021/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1634 - accuracy: 0.5860
Epoch 8022/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1634 - accuracy: 0.5860
Epoch 8023/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1633 - accuracy: 0.5860
Epoch 8024/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1633 - accuracy: 0.5860
Epoch 8025/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1632 - accuracy: 0.5860
Epoch 8026/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1632 - accuracy: 0.5860
Epoch 8027/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1631 - accuracy: 0.5860
Epoch 8028/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1631 - accuracy: 0.5860
Epoch 8029/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1631 - accuracy: 0.5860
Epoch 8030/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.1630 - accuracy: 0.5860
Epoch 8031/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1630 - accuracy: 0.5860
Epoch 8032/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1629 - accuracy: 0.5860
Epoch 8033/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1629 - accuracy: 0.5860
Epoch 8034/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1628 - accuracy: 0.5860
Epoch 8035/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1628 - accuracy: 0.5860
Epoch 8036/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1628 - accuracy: 0.5860
Epoch 8037/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1627 - accuracy: 0.5860
Epoch 8038/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1627 - accuracy: 0.5860
Epoch 8039/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1626 - accuracy: 0.5860
Epoch 8040/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1626 - accuracy: 0.5860
Epoch 8041/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1625 - accuracy: 0.5860
Epoch 8042/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1625 - accuracy: 0.5860
Epoch 8043/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1625 - accuracy: 0.5860
Epoch 8044/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1624 - accuracy: 0.5860
Epoch 8045/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1624 - accuracy: 0.5860
Epoch 8046/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1623 - accuracy: 0.5860
Epoch 8047/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1623 - accuracy: 0.5860
Epoch 8048/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1622 - accuracy: 0.5860
Epoch 8049/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1622 - accuracy: 0.5860
Epoch 8050/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1621 - accuracy: 0.5860
Epoch 8051/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1621 - accuracy: 0.5860
Epoch 8052/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1621 - accuracy: 0.5860
Epoch 8053/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1620 - accuracy: 0.5860
Epoch 8054/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1620 - accuracy: 0.5860
Epoch 8055/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1619 - accuracy: 0.5860
Epoch 8056/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1619 - accuracy: 0.5860
Epoch 8057/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1618 - accuracy: 0.5860
Epoch 8058/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1618 - accuracy: 0.5860
Epoch 8059/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1618 - accuracy: 0.5860
Epoch 8060/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1617 - accuracy: 0.5860
Epoch 8061/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1617 - accuracy: 0.5860
Epoch 8062/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1616 - accuracy: 0.5860
Epoch 8063/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1616 - accuracy: 0.5860
Epoch 8064/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1615 - accuracy: 0.5860
Epoch 8065/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1615 - accuracy: 0.5860
Epoch 8066/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1615 - accuracy: 0.5860
Epoch 8067/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1614 - accuracy: 0.5860
Epoch 8068/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1614 - accuracy: 0.5860
Epoch 8069/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1613 - accuracy: 0.5840
Epoch 8070/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1613 - accuracy: 0.5840
Epoch 8071/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1612 - accuracy: 0.5840
Epoch 8072/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1612 - accuracy: 0.5840
Epoch 8073/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1612 - accuracy: 0.5840
Epoch 8074/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1611 - accuracy: 0.5840
Epoch 8075/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1611 - accuracy: 0.5840
Epoch 8076/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1610 - accuracy: 0.5840
Epoch 8077/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1610 - accuracy: 0.5840
Epoch 8078/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1609 - accuracy: 0.5840
Epoch 8079/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1609 - accuracy: 0.5840
Epoch 8080/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1609 - accuracy: 0.5840
Epoch 8081/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1608 - accuracy: 0.5840
Epoch 8082/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1608 - accuracy: 0.5840
Epoch 8083/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1607 - accuracy: 0.5860
Epoch 8084/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1607 - accuracy: 0.5860
Epoch 8085/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1606 - accuracy: 0.5860
Epoch 8086/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1606 - accuracy: 0.5860
Epoch 8087/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1605 - accuracy: 0.5860
Epoch 8088/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1605 - accuracy: 0.5860
Epoch 8089/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1605 - accuracy: 0.5860
Epoch 8090/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1604 - accuracy: 0.5860
Epoch 8091/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1604 - accuracy: 0.5860
Epoch 8092/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1603 - accuracy: 0.5860
Epoch 8093/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1603 - accuracy: 0.5860
Epoch 8094/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1602 - accuracy: 0.5860
Epoch 8095/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1602 - accuracy: 0.5860
Epoch 8096/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1602 - accuracy: 0.5860
Epoch 8097/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1601 - accuracy: 0.5860
Epoch 8098/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1601 - accuracy: 0.5860
Epoch 8099/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1600 - accuracy: 0.5860
Epoch 8100/10000
1/1 [==============================] - 0s 70ms/step - loss: 1.1600 - accuracy: 0.5860 - val_loss: 288.2577 - val_accuracy: 0.1752
Epoch 8101/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1599 - accuracy: 0.5860
Epoch 8102/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1599 - accuracy: 0.5860
Epoch 8103/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1599 - accuracy: 0.5860
Epoch 8104/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1598 - accuracy: 0.5860
Epoch 8105/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1598 - accuracy: 0.5860
Epoch 8106/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1597 - accuracy: 0.5860
Epoch 8107/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1597 - accuracy: 0.5860
Epoch 8108/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1596 - accuracy: 0.5860
Epoch 8109/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1596 - accuracy: 0.5860
Epoch 8110/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1595 - accuracy: 0.5860
Epoch 8111/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1595 - accuracy: 0.5860
Epoch 8112/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1595 - accuracy: 0.5860
Epoch 8113/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1594 - accuracy: 0.5860
Epoch 8114/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1594 - accuracy: 0.5860
Epoch 8115/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1593 - accuracy: 0.5860
Epoch 8116/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1593 - accuracy: 0.5860
Epoch 8117/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1592 - accuracy: 0.5860
Epoch 8118/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1592 - accuracy: 0.5860
Epoch 8119/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1592 - accuracy: 0.5860
Epoch 8120/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1591 - accuracy: 0.5860
Epoch 8121/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1591 - accuracy: 0.5860
Epoch 8122/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1590 - accuracy: 0.5860
Epoch 8123/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1590 - accuracy: 0.5860
Epoch 8124/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1589 - accuracy: 0.5860
Epoch 8125/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1589 - accuracy: 0.5860
Epoch 8126/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1589 - accuracy: 0.5860
Epoch 8127/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1588 - accuracy: 0.5860
Epoch 8128/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1588 - accuracy: 0.5860
Epoch 8129/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1587 - accuracy: 0.5860
Epoch 8130/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1587 - accuracy: 0.5860
Epoch 8131/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1586 - accuracy: 0.5860
Epoch 8132/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1586 - accuracy: 0.5860
Epoch 8133/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1585 - accuracy: 0.5860
Epoch 8134/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1585 - accuracy: 0.5860
Epoch 8135/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1585 - accuracy: 0.5860
Epoch 8136/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1584 - accuracy: 0.5860
Epoch 8137/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1584 - accuracy: 0.5860
Epoch 8138/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1583 - accuracy: 0.5860
Epoch 8139/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1583 - accuracy: 0.5860
Epoch 8140/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1582 - accuracy: 0.5860
Epoch 8141/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1582 - accuracy: 0.5860
Epoch 8142/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1582 - accuracy: 0.5860
Epoch 8143/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1581 - accuracy: 0.5860
Epoch 8144/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1581 - accuracy: 0.5860
Epoch 8145/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1580 - accuracy: 0.5860
Epoch 8146/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1580 - accuracy: 0.5860
Epoch 8147/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1579 - accuracy: 0.5860
Epoch 8148/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1579 - accuracy: 0.5860
Epoch 8149/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1578 - accuracy: 0.5860
Epoch 8150/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1578 - accuracy: 0.5860
Epoch 8151/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1578 - accuracy: 0.5860
Epoch 8152/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1577 - accuracy: 0.5860
Epoch 8153/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1577 - accuracy: 0.5860
Epoch 8154/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1576 - accuracy: 0.5860
Epoch 8155/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1576 - accuracy: 0.5860
Epoch 8156/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1575 - accuracy: 0.5860
Epoch 8157/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1575 - accuracy: 0.5860
Epoch 8158/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1575 - accuracy: 0.5860
Epoch 8159/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1574 - accuracy: 0.5860
Epoch 8160/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1574 - accuracy: 0.5860
Epoch 8161/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1573 - accuracy: 0.5860
Epoch 8162/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1573 - accuracy: 0.5860
Epoch 8163/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1572 - accuracy: 0.5860
Epoch 8164/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1572 - accuracy: 0.5860
Epoch 8165/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1572 - accuracy: 0.5860
Epoch 8166/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1571 - accuracy: 0.5860
Epoch 8167/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1571 - accuracy: 0.5860
Epoch 8168/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1570 - accuracy: 0.5860
Epoch 8169/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1570 - accuracy: 0.5860
Epoch 8170/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1569 - accuracy: 0.5860
Epoch 8171/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1569 - accuracy: 0.5860
Epoch 8172/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1568 - accuracy: 0.5860
Epoch 8173/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1568 - accuracy: 0.5860
Epoch 8174/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1568 - accuracy: 0.5860
Epoch 8175/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1567 - accuracy: 0.5860
Epoch 8176/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1567 - accuracy: 0.5860
Epoch 8177/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1566 - accuracy: 0.5860
Epoch 8178/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1566 - accuracy: 0.5860
Epoch 8179/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1565 - accuracy: 0.5860
Epoch 8180/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1565 - accuracy: 0.5860
Epoch 8181/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1565 - accuracy: 0.5860
Epoch 8182/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1564 - accuracy: 0.5860
Epoch 8183/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1564 - accuracy: 0.5860
Epoch 8184/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1563 - accuracy: 0.5860
Epoch 8185/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1563 - accuracy: 0.5860
Epoch 8186/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1562 - accuracy: 0.5860
Epoch 8187/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1562 - accuracy: 0.5860
Epoch 8188/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1561 - accuracy: 0.5860
Epoch 8189/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1561 - accuracy: 0.5860
Epoch 8190/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1561 - accuracy: 0.5860
Epoch 8191/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1560 - accuracy: 0.5860
Epoch 8192/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1560 - accuracy: 0.5860
Epoch 8193/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1559 - accuracy: 0.5860
Epoch 8194/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1559 - accuracy: 0.5860
Epoch 8195/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1558 - accuracy: 0.5860
Epoch 8196/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1558 - accuracy: 0.5860
Epoch 8197/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1558 - accuracy: 0.5860
Epoch 8198/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1557 - accuracy: 0.5860
Epoch 8199/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1557 - accuracy: 0.5860
Epoch 8200/10000
1/1 [==============================] - 0s 75ms/step - loss: 1.1556 - accuracy: 0.5860 - val_loss: 291.4416 - val_accuracy: 0.1754
Epoch 8201/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1556 - accuracy: 0.5860
Epoch 8202/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1555 - accuracy: 0.5860
Epoch 8203/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1555 - accuracy: 0.5860
Epoch 8204/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1554 - accuracy: 0.5860
Epoch 8205/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1554 - accuracy: 0.5860
Epoch 8206/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1554 - accuracy: 0.5860
Epoch 8207/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1553 - accuracy: 0.5860
Epoch 8208/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1553 - accuracy: 0.5860
Epoch 8209/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1552 - accuracy: 0.5860
Epoch 8210/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1552 - accuracy: 0.5860
Epoch 8211/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1551 - accuracy: 0.5860
Epoch 8212/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1551 - accuracy: 0.5860
Epoch 8213/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1551 - accuracy: 0.5860
Epoch 8214/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1550 - accuracy: 0.5860
Epoch 8215/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1550 - accuracy: 0.5860
Epoch 8216/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1549 - accuracy: 0.5860
Epoch 8217/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1549 - accuracy: 0.5860
Epoch 8218/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1548 - accuracy: 0.5860
Epoch 8219/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1548 - accuracy: 0.5860
Epoch 8220/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1547 - accuracy: 0.5860
Epoch 8221/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1547 - accuracy: 0.5880
Epoch 8222/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1547 - accuracy: 0.5880
Epoch 8223/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1546 - accuracy: 0.5880
Epoch 8224/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1546 - accuracy: 0.5880
Epoch 8225/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1545 - accuracy: 0.5880
Epoch 8226/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1545 - accuracy: 0.5880
Epoch 8227/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1544 - accuracy: 0.5880
Epoch 8228/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1544 - accuracy: 0.5880
Epoch 8229/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1544 - accuracy: 0.5880
Epoch 8230/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1543 - accuracy: 0.5880
Epoch 8231/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1543 - accuracy: 0.5880
Epoch 8232/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1542 - accuracy: 0.5880
Epoch 8233/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.1542 - accuracy: 0.5880
Epoch 8234/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1541 - accuracy: 0.5880
Epoch 8235/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1541 - accuracy: 0.5880
Epoch 8236/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1541 - accuracy: 0.5880
Epoch 8237/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1540 - accuracy: 0.5880
Epoch 8238/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1540 - accuracy: 0.5880
Epoch 8239/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1539 - accuracy: 0.5880
Epoch 8240/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1539 - accuracy: 0.5880
Epoch 8241/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1538 - accuracy: 0.5880
Epoch 8242/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1538 - accuracy: 0.5880
Epoch 8243/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1537 - accuracy: 0.5880
Epoch 8244/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1537 - accuracy: 0.5880
Epoch 8245/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1537 - accuracy: 0.5880
Epoch 8246/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1536 - accuracy: 0.5880
Epoch 8247/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1536 - accuracy: 0.5880
Epoch 8248/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1535 - accuracy: 0.5880
Epoch 8249/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1535 - accuracy: 0.5880
Epoch 8250/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1534 - accuracy: 0.5880
Epoch 8251/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1534 - accuracy: 0.5880
Epoch 8252/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1534 - accuracy: 0.5880
Epoch 8253/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1533 - accuracy: 0.5880
Epoch 8254/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1533 - accuracy: 0.5880
Epoch 8255/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1532 - accuracy: 0.5880
Epoch 8256/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1532 - accuracy: 0.5880
Epoch 8257/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1531 - accuracy: 0.5880
Epoch 8258/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1531 - accuracy: 0.5880
Epoch 8259/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1531 - accuracy: 0.5880
Epoch 8260/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1530 - accuracy: 0.5880
Epoch 8261/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1530 - accuracy: 0.5880
Epoch 8262/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1529 - accuracy: 0.5880
Epoch 8263/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1529 - accuracy: 0.5880
Epoch 8264/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1528 - accuracy: 0.5880
Epoch 8265/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1528 - accuracy: 0.5880
Epoch 8266/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1528 - accuracy: 0.5880
Epoch 8267/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1527 - accuracy: 0.5880
Epoch 8268/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1527 - accuracy: 0.5880
Epoch 8269/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1526 - accuracy: 0.5880
Epoch 8270/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1526 - accuracy: 0.5880
Epoch 8271/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1525 - accuracy: 0.5880
Epoch 8272/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1525 - accuracy: 0.5880
Epoch 8273/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1524 - accuracy: 0.5880
Epoch 8274/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1524 - accuracy: 0.5880
Epoch 8275/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1524 - accuracy: 0.5880
Epoch 8276/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1523 - accuracy: 0.5880
Epoch 8277/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1523 - accuracy: 0.5880
Epoch 8278/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1522 - accuracy: 0.5880
Epoch 8279/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1522 - accuracy: 0.5880
Epoch 8280/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1521 - accuracy: 0.5880
Epoch 8281/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1521 - accuracy: 0.5880
Epoch 8282/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1521 - accuracy: 0.5880
Epoch 8283/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1520 - accuracy: 0.5880
Epoch 8284/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1520 - accuracy: 0.5880
Epoch 8285/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1519 - accuracy: 0.5880
Epoch 8286/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1519 - accuracy: 0.5880
Epoch 8287/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1518 - accuracy: 0.5880
Epoch 8288/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1518 - accuracy: 0.5880
Epoch 8289/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1518 - accuracy: 0.5880
Epoch 8290/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1517 - accuracy: 0.5880
Epoch 8291/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1517 - accuracy: 0.5880
Epoch 8292/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1516 - accuracy: 0.5880
Epoch 8293/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1516 - accuracy: 0.5880
Epoch 8294/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1515 - accuracy: 0.5880
Epoch 8295/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1515 - accuracy: 0.5880
Epoch 8296/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1515 - accuracy: 0.5880
Epoch 8297/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1514 - accuracy: 0.5880
Epoch 8298/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1514 - accuracy: 0.5880
Epoch 8299/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1513 - accuracy: 0.5880
Epoch 8300/10000
1/1 [==============================] - 0s 82ms/step - loss: 1.1513 - accuracy: 0.5880 - val_loss: 294.6646 - val_accuracy: 0.1762
Epoch 8301/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1512 - accuracy: 0.5880
Epoch 8302/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1512 - accuracy: 0.5880
Epoch 8303/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1512 - accuracy: 0.5880
Epoch 8304/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1511 - accuracy: 0.5880
Epoch 8305/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1511 - accuracy: 0.5880
Epoch 8306/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1510 - accuracy: 0.5880
Epoch 8307/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1510 - accuracy: 0.5880
Epoch 8308/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1509 - accuracy: 0.5880
Epoch 8309/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1509 - accuracy: 0.5880
Epoch 8310/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1509 - accuracy: 0.5880
Epoch 8311/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1508 - accuracy: 0.5880
Epoch 8312/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1508 - accuracy: 0.5880
Epoch 8313/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1507 - accuracy: 0.5880
Epoch 8314/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1507 - accuracy: 0.5880
Epoch 8315/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1506 - accuracy: 0.5880
Epoch 8316/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1506 - accuracy: 0.5880
Epoch 8317/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1506 - accuracy: 0.5880
Epoch 8318/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1505 - accuracy: 0.5880
Epoch 8319/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1505 - accuracy: 0.5880
Epoch 8320/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1504 - accuracy: 0.5880
Epoch 8321/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1504 - accuracy: 0.5880
Epoch 8322/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1503 - accuracy: 0.5880
Epoch 8323/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1503 - accuracy: 0.5880
Epoch 8324/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1503 - accuracy: 0.5880
Epoch 8325/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1502 - accuracy: 0.5880
Epoch 8326/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1502 - accuracy: 0.5880
Epoch 8327/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1501 - accuracy: 0.5880
Epoch 8328/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1501 - accuracy: 0.5880
Epoch 8329/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1500 - accuracy: 0.5880
Epoch 8330/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1500 - accuracy: 0.5880
Epoch 8331/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1500 - accuracy: 0.5880
Epoch 8332/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1499 - accuracy: 0.5880
Epoch 8333/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1499 - accuracy: 0.5880
Epoch 8334/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1498 - accuracy: 0.5880
Epoch 8335/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1498 - accuracy: 0.5880
Epoch 8336/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1498 - accuracy: 0.5880
Epoch 8337/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1497 - accuracy: 0.5880
Epoch 8338/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1497 - accuracy: 0.5880
Epoch 8339/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1496 - accuracy: 0.5880
Epoch 8340/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1496 - accuracy: 0.5880
Epoch 8341/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1495 - accuracy: 0.5880
Epoch 8342/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1495 - accuracy: 0.5880
Epoch 8343/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1495 - accuracy: 0.5880
Epoch 8344/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1494 - accuracy: 0.5880
Epoch 8345/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1494 - accuracy: 0.5880
Epoch 8346/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1493 - accuracy: 0.5900
Epoch 8347/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1493 - accuracy: 0.5900
Epoch 8348/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1492 - accuracy: 0.5900
Epoch 8349/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1492 - accuracy: 0.5900
Epoch 8350/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1492 - accuracy: 0.5900
Epoch 8351/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1491 - accuracy: 0.5900
Epoch 8352/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1491 - accuracy: 0.5900
Epoch 8353/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1490 - accuracy: 0.5900
Epoch 8354/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1490 - accuracy: 0.5900
Epoch 8355/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1489 - accuracy: 0.5900
Epoch 8356/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1489 - accuracy: 0.5900
Epoch 8357/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1489 - accuracy: 0.5900
Epoch 8358/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1488 - accuracy: 0.5900
Epoch 8359/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1488 - accuracy: 0.5900
Epoch 8360/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1487 - accuracy: 0.5900
Epoch 8361/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1487 - accuracy: 0.5900
Epoch 8362/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1487 - accuracy: 0.5900
Epoch 8363/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1486 - accuracy: 0.5900
Epoch 8364/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1486 - accuracy: 0.5900
Epoch 8365/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1485 - accuracy: 0.5900
Epoch 8366/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1485 - accuracy: 0.5900
Epoch 8367/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1484 - accuracy: 0.5900
Epoch 8368/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1484 - accuracy: 0.5900
Epoch 8369/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1484 - accuracy: 0.5900
Epoch 8370/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1483 - accuracy: 0.5900
Epoch 8371/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1483 - accuracy: 0.5900
Epoch 8372/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1482 - accuracy: 0.5900
Epoch 8373/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1482 - accuracy: 0.5900
Epoch 8374/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1482 - accuracy: 0.5900
Epoch 8375/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1481 - accuracy: 0.5900
Epoch 8376/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1481 - accuracy: 0.5900
Epoch 8377/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1480 - accuracy: 0.5900
Epoch 8378/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1480 - accuracy: 0.5900
Epoch 8379/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1479 - accuracy: 0.5900
Epoch 8380/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1479 - accuracy: 0.5900
Epoch 8381/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1479 - accuracy: 0.5900
Epoch 8382/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1478 - accuracy: 0.5900
Epoch 8383/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1478 - accuracy: 0.5900
Epoch 8384/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1477 - accuracy: 0.5900
Epoch 8385/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1477 - accuracy: 0.5900
Epoch 8386/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1476 - accuracy: 0.5900
Epoch 8387/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1476 - accuracy: 0.5900
Epoch 8388/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1476 - accuracy: 0.5900
Epoch 8389/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1475 - accuracy: 0.5900
Epoch 8390/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1475 - accuracy: 0.5900
Epoch 8391/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1474 - accuracy: 0.5900
Epoch 8392/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1474 - accuracy: 0.5900
Epoch 8393/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1474 - accuracy: 0.5900
Epoch 8394/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1473 - accuracy: 0.5900
Epoch 8395/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1473 - accuracy: 0.5900
Epoch 8396/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1472 - accuracy: 0.5900
Epoch 8397/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1472 - accuracy: 0.5900
Epoch 8398/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1471 - accuracy: 0.5900
Epoch 8399/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1471 - accuracy: 0.5900
Epoch 8400/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.1471 - accuracy: 0.5920 - val_loss: 297.8711 - val_accuracy: 0.1763
Epoch 8401/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1470 - accuracy: 0.5920
Epoch 8402/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1470 - accuracy: 0.5920
Epoch 8403/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1469 - accuracy: 0.5920
Epoch 8404/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1469 - accuracy: 0.5920
Epoch 8405/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1469 - accuracy: 0.5920
Epoch 8406/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1468 - accuracy: 0.5920
Epoch 8407/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1468 - accuracy: 0.5920
Epoch 8408/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1467 - accuracy: 0.5920
Epoch 8409/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1467 - accuracy: 0.5920
Epoch 8410/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1466 - accuracy: 0.5920
Epoch 8411/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1466 - accuracy: 0.5920
Epoch 8412/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1466 - accuracy: 0.5920
Epoch 8413/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1465 - accuracy: 0.5920
Epoch 8414/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1465 - accuracy: 0.5920
Epoch 8415/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1464 - accuracy: 0.5920
Epoch 8416/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1464 - accuracy: 0.5920
Epoch 8417/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1464 - accuracy: 0.5920
Epoch 8418/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1463 - accuracy: 0.5920
Epoch 8419/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1463 - accuracy: 0.5920
Epoch 8420/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1462 - accuracy: 0.5920
Epoch 8421/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1462 - accuracy: 0.5920
Epoch 8422/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1462 - accuracy: 0.5920
Epoch 8423/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1461 - accuracy: 0.5920
Epoch 8424/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1461 - accuracy: 0.5920
Epoch 8425/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1460 - accuracy: 0.5920
Epoch 8426/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1460 - accuracy: 0.5920
Epoch 8427/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1459 - accuracy: 0.5920
Epoch 8428/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1459 - accuracy: 0.5920
Epoch 8429/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1459 - accuracy: 0.5920
Epoch 8430/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1458 - accuracy: 0.5920
Epoch 8431/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1458 - accuracy: 0.5920
Epoch 8432/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1457 - accuracy: 0.5920
Epoch 8433/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1457 - accuracy: 0.5920
Epoch 8434/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1457 - accuracy: 0.5920
Epoch 8435/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1456 - accuracy: 0.5920
Epoch 8436/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1456 - accuracy: 0.5920
Epoch 8437/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1455 - accuracy: 0.5920
Epoch 8438/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1455 - accuracy: 0.5920
Epoch 8439/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1454 - accuracy: 0.5920
Epoch 8440/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1454 - accuracy: 0.5920
Epoch 8441/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1454 - accuracy: 0.5920
Epoch 8442/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1453 - accuracy: 0.5920
Epoch 8443/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1453 - accuracy: 0.5920
Epoch 8444/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1452 - accuracy: 0.5920
Epoch 8445/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1452 - accuracy: 0.5920
Epoch 8446/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1452 - accuracy: 0.5920
Epoch 8447/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1451 - accuracy: 0.5920
Epoch 8448/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1451 - accuracy: 0.5920
Epoch 8449/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1450 - accuracy: 0.5920
Epoch 8450/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1450 - accuracy: 0.5920
Epoch 8451/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1449 - accuracy: 0.5920
Epoch 8452/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1449 - accuracy: 0.5920
Epoch 8453/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1449 - accuracy: 0.5920
Epoch 8454/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1448 - accuracy: 0.5920
Epoch 8455/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1448 - accuracy: 0.5920
Epoch 8456/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1447 - accuracy: 0.5920
Epoch 8457/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1447 - accuracy: 0.5920
Epoch 8458/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1447 - accuracy: 0.5920
Epoch 8459/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1446 - accuracy: 0.5920
Epoch 8460/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1446 - accuracy: 0.5920
Epoch 8461/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1445 - accuracy: 0.5920
Epoch 8462/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1445 - accuracy: 0.5920
Epoch 8463/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1445 - accuracy: 0.5920
Epoch 8464/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1444 - accuracy: 0.5920
Epoch 8465/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1444 - accuracy: 0.5920
Epoch 8466/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1443 - accuracy: 0.5920
Epoch 8467/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1443 - accuracy: 0.5920
Epoch 8468/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1442 - accuracy: 0.5920
Epoch 8469/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1442 - accuracy: 0.5920
Epoch 8470/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1442 - accuracy: 0.5920
Epoch 8471/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1441 - accuracy: 0.5920
Epoch 8472/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1441 - accuracy: 0.5920
Epoch 8473/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1440 - accuracy: 0.5920
Epoch 8474/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1440 - accuracy: 0.5920
Epoch 8475/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1440 - accuracy: 0.5920
Epoch 8476/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1439 - accuracy: 0.5920
Epoch 8477/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1439 - accuracy: 0.5920
Epoch 8478/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1438 - accuracy: 0.5920
Epoch 8479/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1438 - accuracy: 0.5920
Epoch 8480/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1438 - accuracy: 0.5920
Epoch 8481/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1437 - accuracy: 0.5920
Epoch 8482/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1437 - accuracy: 0.5920
Epoch 8483/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1436 - accuracy: 0.5920
Epoch 8484/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1436 - accuracy: 0.5920
Epoch 8485/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1435 - accuracy: 0.5920
Epoch 8486/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1435 - accuracy: 0.5920
Epoch 8487/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1435 - accuracy: 0.5920
Epoch 8488/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1434 - accuracy: 0.5920
Epoch 8489/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1434 - accuracy: 0.5920
Epoch 8490/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1433 - accuracy: 0.5920
Epoch 8491/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1433 - accuracy: 0.5920
Epoch 8492/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1433 - accuracy: 0.5920
Epoch 8493/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1432 - accuracy: 0.5920
Epoch 8494/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.1432 - accuracy: 0.5920
Epoch 8495/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1431 - accuracy: 0.5920
Epoch 8496/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1431 - accuracy: 0.5920
Epoch 8497/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1431 - accuracy: 0.5920
Epoch 8498/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1430 - accuracy: 0.5920
Epoch 8499/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1430 - accuracy: 0.5920
Epoch 8500/10000
1/1 [==============================] - 0s 70ms/step - loss: 1.1429 - accuracy: 0.5920 - val_loss: 301.0765 - val_accuracy: 0.1761
Epoch 8501/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1429 - accuracy: 0.5920
Epoch 8502/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1428 - accuracy: 0.5920
Epoch 8503/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1428 - accuracy: 0.5920
Epoch 8504/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1428 - accuracy: 0.5920
Epoch 8505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1427 - accuracy: 0.5920
Epoch 8506/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1427 - accuracy: 0.5920
Epoch 8507/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1426 - accuracy: 0.5920
Epoch 8508/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1426 - accuracy: 0.5920
Epoch 8509/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1426 - accuracy: 0.5920
Epoch 8510/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1425 - accuracy: 0.5940
Epoch 8511/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1425 - accuracy: 0.5940
Epoch 8512/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1424 - accuracy: 0.5940
Epoch 8513/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1424 - accuracy: 0.5940
Epoch 8514/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1423 - accuracy: 0.5940
Epoch 8515/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1423 - accuracy: 0.5940
Epoch 8516/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1423 - accuracy: 0.5940
Epoch 8517/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1422 - accuracy: 0.5940
Epoch 8518/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1422 - accuracy: 0.5940
Epoch 8519/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1421 - accuracy: 0.5940
Epoch 8520/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1421 - accuracy: 0.5940
Epoch 8521/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1420 - accuracy: 0.5940
Epoch 8522/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1420 - accuracy: 0.5940
Epoch 8523/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1420 - accuracy: 0.5940
Epoch 8524/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1419 - accuracy: 0.5940
Epoch 8525/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1419 - accuracy: 0.5940
Epoch 8526/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1418 - accuracy: 0.5960
Epoch 8527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1418 - accuracy: 0.5960
Epoch 8528/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1417 - accuracy: 0.5960
Epoch 8529/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1417 - accuracy: 0.5960
Epoch 8530/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1417 - accuracy: 0.5960
Epoch 8531/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1416 - accuracy: 0.5960
Epoch 8532/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1416 - accuracy: 0.5960
Epoch 8533/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1415 - accuracy: 0.5960
Epoch 8534/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1415 - accuracy: 0.5960
Epoch 8535/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1414 - accuracy: 0.5960
Epoch 8536/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1414 - accuracy: 0.5960
Epoch 8537/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1414 - accuracy: 0.5960
Epoch 8538/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1413 - accuracy: 0.5960
Epoch 8539/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1413 - accuracy: 0.5960
Epoch 8540/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1412 - accuracy: 0.5960
Epoch 8541/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1412 - accuracy: 0.5960
Epoch 8542/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1411 - accuracy: 0.5960
Epoch 8543/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1411 - accuracy: 0.5960
Epoch 8544/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1411 - accuracy: 0.5960
Epoch 8545/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1410 - accuracy: 0.5960
Epoch 8546/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1410 - accuracy: 0.5960
Epoch 8547/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1409 - accuracy: 0.5960
Epoch 8548/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1409 - accuracy: 0.5960
Epoch 8549/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1408 - accuracy: 0.5960
Epoch 8550/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1408 - accuracy: 0.5960
Epoch 8551/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1408 - accuracy: 0.5960
Epoch 8552/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1407 - accuracy: 0.5960
Epoch 8553/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1407 - accuracy: 0.5960
Epoch 8554/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1406 - accuracy: 0.5960
Epoch 8555/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1406 - accuracy: 0.5960
Epoch 8556/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1405 - accuracy: 0.5960
Epoch 8557/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1405 - accuracy: 0.5960
Epoch 8558/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1405 - accuracy: 0.5960
Epoch 8559/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1404 - accuracy: 0.5960
Epoch 8560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1404 - accuracy: 0.5960
Epoch 8561/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1403 - accuracy: 0.5960
Epoch 8562/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1403 - accuracy: 0.5960
Epoch 8563/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1402 - accuracy: 0.5960
Epoch 8564/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1402 - accuracy: 0.5960
Epoch 8565/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1402 - accuracy: 0.5960
Epoch 8566/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1401 - accuracy: 0.5960
Epoch 8567/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1401 - accuracy: 0.5960
Epoch 8568/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1400 - accuracy: 0.5960
Epoch 8569/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1400 - accuracy: 0.5960
Epoch 8570/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1400 - accuracy: 0.5960
Epoch 8571/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1399 - accuracy: 0.5960
Epoch 8572/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1399 - accuracy: 0.5960
Epoch 8573/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1398 - accuracy: 0.5960
Epoch 8574/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1398 - accuracy: 0.5960
Epoch 8575/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1397 - accuracy: 0.5960
Epoch 8576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1397 - accuracy: 0.5960
Epoch 8577/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1397 - accuracy: 0.5960
Epoch 8578/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1396 - accuracy: 0.5960
Epoch 8579/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1396 - accuracy: 0.5960
Epoch 8580/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1395 - accuracy: 0.5960
Epoch 8581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1395 - accuracy: 0.5960
Epoch 8582/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1394 - accuracy: 0.5960
Epoch 8583/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1394 - accuracy: 0.5960
Epoch 8584/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1394 - accuracy: 0.5960
Epoch 8585/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1393 - accuracy: 0.5960
Epoch 8586/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1393 - accuracy: 0.5960
Epoch 8587/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1392 - accuracy: 0.5980
Epoch 8588/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1392 - accuracy: 0.5980
Epoch 8589/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1392 - accuracy: 0.5980
Epoch 8590/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1391 - accuracy: 0.5980
Epoch 8591/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1391 - accuracy: 0.5980
Epoch 8592/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1390 - accuracy: 0.5980
Epoch 8593/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1390 - accuracy: 0.5980
Epoch 8594/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1389 - accuracy: 0.5980
Epoch 8595/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1389 - accuracy: 0.5980
Epoch 8596/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1389 - accuracy: 0.5980
Epoch 8597/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1388 - accuracy: 0.5980
Epoch 8598/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1388 - accuracy: 0.5980
Epoch 8599/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1387 - accuracy: 0.5980
Epoch 8600/10000
1/1 [==============================] - 0s 74ms/step - loss: 1.1387 - accuracy: 0.5980 - val_loss: 304.5793 - val_accuracy: 0.1764
Epoch 8601/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1386 - accuracy: 0.5980
Epoch 8602/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1386 - accuracy: 0.5980
Epoch 8603/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1386 - accuracy: 0.5980
Epoch 8604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1385 - accuracy: 0.5980
Epoch 8605/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1385 - accuracy: 0.5980
Epoch 8606/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1384 - accuracy: 0.5980
Epoch 8607/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1384 - accuracy: 0.5980
Epoch 8608/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1384 - accuracy: 0.5980
Epoch 8609/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1383 - accuracy: 0.5980
Epoch 8610/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1383 - accuracy: 0.5980
Epoch 8611/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1382 - accuracy: 0.5980
Epoch 8612/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1382 - accuracy: 0.5980
Epoch 8613/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1381 - accuracy: 0.5980
Epoch 8614/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1381 - accuracy: 0.5980
Epoch 8615/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1381 - accuracy: 0.5980
Epoch 8616/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1380 - accuracy: 0.5980
Epoch 8617/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1380 - accuracy: 0.5980
Epoch 8618/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1379 - accuracy: 0.5980
Epoch 8619/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1379 - accuracy: 0.5980
Epoch 8620/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1379 - accuracy: 0.5980
Epoch 8621/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1378 - accuracy: 0.5980
Epoch 8622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1378 - accuracy: 0.5980
Epoch 8623/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1377 - accuracy: 0.5980
Epoch 8624/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1377 - accuracy: 0.5980
Epoch 8625/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1376 - accuracy: 0.5980
Epoch 8626/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1376 - accuracy: 0.5980
Epoch 8627/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1376 - accuracy: 0.5980
Epoch 8628/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1375 - accuracy: 0.5980
Epoch 8629/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1375 - accuracy: 0.5980
Epoch 8630/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1374 - accuracy: 0.5980
Epoch 8631/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1374 - accuracy: 0.5980
Epoch 8632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1374 - accuracy: 0.5980
Epoch 8633/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1373 - accuracy: 0.5980
Epoch 8634/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1373 - accuracy: 0.5980
Epoch 8635/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1372 - accuracy: 0.5980
Epoch 8636/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1372 - accuracy: 0.5980
Epoch 8637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1371 - accuracy: 0.5980
Epoch 8638/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1371 - accuracy: 0.5980
Epoch 8639/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1371 - accuracy: 0.5980
Epoch 8640/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1370 - accuracy: 0.5980
Epoch 8641/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1370 - accuracy: 0.5980
Epoch 8642/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1369 - accuracy: 0.5980
Epoch 8643/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1369 - accuracy: 0.5980
Epoch 8644/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1369 - accuracy: 0.5980
Epoch 8645/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1368 - accuracy: 0.5980
Epoch 8646/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1368 - accuracy: 0.5980
Epoch 8647/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1367 - accuracy: 0.5980
Epoch 8648/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1367 - accuracy: 0.5980
Epoch 8649/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1366 - accuracy: 0.5980
Epoch 8650/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1366 - accuracy: 0.5980
Epoch 8651/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1366 - accuracy: 0.5980
Epoch 8652/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1365 - accuracy: 0.5980
Epoch 8653/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1365 - accuracy: 0.5980
Epoch 8654/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1364 - accuracy: 0.5980
Epoch 8655/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1364 - accuracy: 0.5980
Epoch 8656/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1364 - accuracy: 0.5980
Epoch 8657/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1363 - accuracy: 0.5980
Epoch 8658/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1363 - accuracy: 0.5980
Epoch 8659/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1362 - accuracy: 0.5980
Epoch 8660/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1362 - accuracy: 0.5980
Epoch 8661/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1361 - accuracy: 0.5980
Epoch 8662/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1361 - accuracy: 0.5980
Epoch 8663/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1361 - accuracy: 0.5980
Epoch 8664/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1360 - accuracy: 0.5980
Epoch 8665/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1360 - accuracy: 0.5980
Epoch 8666/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1359 - accuracy: 0.5980
Epoch 8667/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1359 - accuracy: 0.5980
Epoch 8668/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1359 - accuracy: 0.5980
Epoch 8669/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1358 - accuracy: 0.5980
Epoch 8670/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1358 - accuracy: 0.5980
Epoch 8671/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1357 - accuracy: 0.5980
Epoch 8672/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1357 - accuracy: 0.5980
Epoch 8673/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1357 - accuracy: 0.5980
Epoch 8674/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1356 - accuracy: 0.5980
Epoch 8675/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1356 - accuracy: 0.5980
Epoch 8676/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1355 - accuracy: 0.5980
Epoch 8677/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1355 - accuracy: 0.5980
Epoch 8678/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1354 - accuracy: 0.5980
Epoch 8679/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1354 - accuracy: 0.5980
Epoch 8680/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1354 - accuracy: 0.5980
Epoch 8681/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1353 - accuracy: 0.5980
Epoch 8682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1353 - accuracy: 0.5980
Epoch 8683/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1352 - accuracy: 0.5980
Epoch 8684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1352 - accuracy: 0.5980
Epoch 8685/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1352 - accuracy: 0.5980
Epoch 8686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1351 - accuracy: 0.5980
Epoch 8687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1351 - accuracy: 0.5980
Epoch 8688/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1350 - accuracy: 0.5980
Epoch 8689/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1350 - accuracy: 0.5980
Epoch 8690/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1349 - accuracy: 0.5980
Epoch 8691/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1349 - accuracy: 0.5980
Epoch 8692/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1349 - accuracy: 0.5980
Epoch 8693/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1348 - accuracy: 0.5980
Epoch 8694/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1348 - accuracy: 0.5980
Epoch 8695/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1347 - accuracy: 0.5980
Epoch 8696/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1347 - accuracy: 0.5980
Epoch 8697/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1347 - accuracy: 0.5980
Epoch 8698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1346 - accuracy: 0.5980
Epoch 8699/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1346 - accuracy: 0.5980
Epoch 8700/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1345 - accuracy: 0.5980 - val_loss: 307.8795 - val_accuracy: 0.1766
Epoch 8701/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1345 - accuracy: 0.5980
Epoch 8702/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1344 - accuracy: 0.5980
Epoch 8703/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1344 - accuracy: 0.5980
Epoch 8704/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1344 - accuracy: 0.5980
Epoch 8705/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1343 - accuracy: 0.5980
Epoch 8706/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1343 - accuracy: 0.6000
Epoch 8707/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1342 - accuracy: 0.6000
Epoch 8708/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1342 - accuracy: 0.6000
Epoch 8709/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1342 - accuracy: 0.6000
Epoch 8710/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1341 - accuracy: 0.6000
Epoch 8711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1341 - accuracy: 0.6000
Epoch 8712/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1340 - accuracy: 0.6000
Epoch 8713/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1340 - accuracy: 0.6000
Epoch 8714/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1340 - accuracy: 0.6000
Epoch 8715/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1339 - accuracy: 0.6000
Epoch 8716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1339 - accuracy: 0.6000
Epoch 8717/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1338 - accuracy: 0.6000
Epoch 8718/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1338 - accuracy: 0.6000
Epoch 8719/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1337 - accuracy: 0.6000
Epoch 8720/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1337 - accuracy: 0.6000
Epoch 8721/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1337 - accuracy: 0.6000
Epoch 8722/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1336 - accuracy: 0.6000
Epoch 8723/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1336 - accuracy: 0.6000
Epoch 8724/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1335 - accuracy: 0.6000
Epoch 8725/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1335 - accuracy: 0.6000
Epoch 8726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1335 - accuracy: 0.6000
Epoch 8727/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1334 - accuracy: 0.6000
Epoch 8728/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1334 - accuracy: 0.6000
Epoch 8729/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1333 - accuracy: 0.6000
Epoch 8730/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1333 - accuracy: 0.6000
Epoch 8731/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1333 - accuracy: 0.6000
Epoch 8732/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1332 - accuracy: 0.6000
Epoch 8733/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1332 - accuracy: 0.6000
Epoch 8734/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1331 - accuracy: 0.6000
Epoch 8735/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1331 - accuracy: 0.6000
Epoch 8736/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1331 - accuracy: 0.6000
Epoch 8737/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1330 - accuracy: 0.6000
Epoch 8738/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1330 - accuracy: 0.6000
Epoch 8739/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1329 - accuracy: 0.6000
Epoch 8740/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1329 - accuracy: 0.6000
Epoch 8741/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1328 - accuracy: 0.6000
Epoch 8742/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1328 - accuracy: 0.6000
Epoch 8743/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1328 - accuracy: 0.6000
Epoch 8744/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1327 - accuracy: 0.6000
Epoch 8745/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1327 - accuracy: 0.6000
Epoch 8746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1326 - accuracy: 0.6000
Epoch 8747/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1326 - accuracy: 0.6000
Epoch 8748/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1326 - accuracy: 0.6000
Epoch 8749/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1325 - accuracy: 0.6000
Epoch 8750/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1325 - accuracy: 0.6000
Epoch 8751/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1324 - accuracy: 0.6000
Epoch 8752/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1324 - accuracy: 0.6000
Epoch 8753/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1324 - accuracy: 0.6000
Epoch 8754/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1323 - accuracy: 0.6000
Epoch 8755/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1323 - accuracy: 0.6000
Epoch 8756/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1322 - accuracy: 0.6000
Epoch 8757/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1322 - accuracy: 0.6000
Epoch 8758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1322 - accuracy: 0.6000
Epoch 8759/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1321 - accuracy: 0.6000
Epoch 8760/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1321 - accuracy: 0.6000
Epoch 8761/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1320 - accuracy: 0.6000
Epoch 8762/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1320 - accuracy: 0.6000
Epoch 8763/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1320 - accuracy: 0.6000
Epoch 8764/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1319 - accuracy: 0.6000
Epoch 8765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1319 - accuracy: 0.6000
Epoch 8766/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1318 - accuracy: 0.6000
Epoch 8767/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1318 - accuracy: 0.6000
Epoch 8768/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1317 - accuracy: 0.6000
Epoch 8769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1317 - accuracy: 0.6000
Epoch 8770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1317 - accuracy: 0.6000
Epoch 8771/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1316 - accuracy: 0.6000
Epoch 8772/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1316 - accuracy: 0.6000
Epoch 8773/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1315 - accuracy: 0.6000
Epoch 8774/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1315 - accuracy: 0.6000
Epoch 8775/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1315 - accuracy: 0.6000
Epoch 8776/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1314 - accuracy: 0.6000
Epoch 8777/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1314 - accuracy: 0.6000
Epoch 8778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1313 - accuracy: 0.6000
Epoch 8779/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1313 - accuracy: 0.6000
Epoch 8780/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1313 - accuracy: 0.6000
Epoch 8781/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1312 - accuracy: 0.6000
Epoch 8782/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1312 - accuracy: 0.6000
Epoch 8783/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1311 - accuracy: 0.6000
Epoch 8784/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1311 - accuracy: 0.6000
Epoch 8785/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1311 - accuracy: 0.6000
Epoch 8786/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1310 - accuracy: 0.6000
Epoch 8787/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1310 - accuracy: 0.6000
Epoch 8788/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1309 - accuracy: 0.6000
Epoch 8789/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1309 - accuracy: 0.6000
Epoch 8790/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1309 - accuracy: 0.6000
Epoch 8791/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1308 - accuracy: 0.6000
Epoch 8792/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1308 - accuracy: 0.6000
Epoch 8793/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1307 - accuracy: 0.6000
Epoch 8794/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1307 - accuracy: 0.6000
Epoch 8795/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1307 - accuracy: 0.6000
Epoch 8796/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1306 - accuracy: 0.6000
Epoch 8797/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1306 - accuracy: 0.6000
Epoch 8798/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1305 - accuracy: 0.6000
Epoch 8799/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1305 - accuracy: 0.6000
Epoch 8800/10000
1/1 [==============================] - 0s 75ms/step - loss: 1.1304 - accuracy: 0.6000 - val_loss: 311.1292 - val_accuracy: 0.1765
Epoch 8801/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1304 - accuracy: 0.6000
Epoch 8802/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1304 - accuracy: 0.6000
Epoch 8803/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1303 - accuracy: 0.6000
Epoch 8804/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1303 - accuracy: 0.6000
Epoch 8805/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1302 - accuracy: 0.6000
Epoch 8806/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1302 - accuracy: 0.6000
Epoch 8807/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1302 - accuracy: 0.6000
Epoch 8808/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1301 - accuracy: 0.6000
Epoch 8809/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1301 - accuracy: 0.6000
Epoch 8810/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1300 - accuracy: 0.6000
Epoch 8811/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1300 - accuracy: 0.6000
Epoch 8812/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1300 - accuracy: 0.6000
Epoch 8813/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1299 - accuracy: 0.6000
Epoch 8814/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1299 - accuracy: 0.6000
Epoch 8815/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1298 - accuracy: 0.6000
Epoch 8816/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1298 - accuracy: 0.6000
Epoch 8817/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1298 - accuracy: 0.6000
Epoch 8818/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1297 - accuracy: 0.6000
Epoch 8819/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1297 - accuracy: 0.6000
Epoch 8820/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1296 - accuracy: 0.6000
Epoch 8821/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1296 - accuracy: 0.6000
Epoch 8822/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1296 - accuracy: 0.6000
Epoch 8823/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1295 - accuracy: 0.6000
Epoch 8824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1295 - accuracy: 0.6000
Epoch 8825/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1294 - accuracy: 0.6000
Epoch 8826/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1294 - accuracy: 0.6000
Epoch 8827/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1294 - accuracy: 0.6000
Epoch 8828/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1293 - accuracy: 0.6000
Epoch 8829/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1293 - accuracy: 0.6000
Epoch 8830/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1292 - accuracy: 0.6000
Epoch 8831/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1292 - accuracy: 0.6000
Epoch 8832/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1292 - accuracy: 0.6000
Epoch 8833/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1291 - accuracy: 0.6000
Epoch 8834/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1291 - accuracy: 0.6000
Epoch 8835/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1290 - accuracy: 0.6000
Epoch 8836/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1290 - accuracy: 0.6000
Epoch 8837/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1290 - accuracy: 0.6000
Epoch 8838/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1289 - accuracy: 0.6000
Epoch 8839/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1289 - accuracy: 0.6000
Epoch 8840/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1288 - accuracy: 0.6000
Epoch 8841/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1288 - accuracy: 0.6000
Epoch 8842/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1287 - accuracy: 0.6000
Epoch 8843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1287 - accuracy: 0.6000
Epoch 8844/10000
1/1 [==============================] - 0s 24ms/step - loss: 1.1287 - accuracy: 0.6000
Epoch 8845/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1286 - accuracy: 0.6000
Epoch 8846/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1286 - accuracy: 0.6000
Epoch 8847/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1285 - accuracy: 0.6000
Epoch 8848/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1285 - accuracy: 0.6000
Epoch 8849/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1285 - accuracy: 0.6000
Epoch 8850/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1284 - accuracy: 0.6000
Epoch 8851/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1284 - accuracy: 0.6000
Epoch 8852/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1283 - accuracy: 0.6000
Epoch 8853/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1283 - accuracy: 0.6000
Epoch 8854/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1283 - accuracy: 0.6000
Epoch 8855/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1282 - accuracy: 0.6000
Epoch 8856/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1282 - accuracy: 0.6000
Epoch 8857/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1281 - accuracy: 0.6000
Epoch 8858/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1281 - accuracy: 0.6000
Epoch 8859/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1281 - accuracy: 0.6000
Epoch 8860/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1280 - accuracy: 0.6000
Epoch 8861/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1280 - accuracy: 0.6000
Epoch 8862/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1279 - accuracy: 0.6000
Epoch 8863/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1279 - accuracy: 0.6000
Epoch 8864/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1279 - accuracy: 0.6000
Epoch 8865/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1278 - accuracy: 0.6000
Epoch 8866/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1278 - accuracy: 0.6000
Epoch 8867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1277 - accuracy: 0.6000
Epoch 8868/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1277 - accuracy: 0.6000
Epoch 8869/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1277 - accuracy: 0.6000
Epoch 8870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1276 - accuracy: 0.6000
Epoch 8871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1276 - accuracy: 0.6000
Epoch 8872/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1275 - accuracy: 0.6000
Epoch 8873/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1275 - accuracy: 0.6000
Epoch 8874/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.1275 - accuracy: 0.6000
Epoch 8875/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1274 - accuracy: 0.6000
Epoch 8876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1274 - accuracy: 0.6000
Epoch 8877/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1273 - accuracy: 0.6000
Epoch 8878/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1273 - accuracy: 0.6000
Epoch 8879/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1273 - accuracy: 0.6000
Epoch 8880/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1272 - accuracy: 0.6000
Epoch 8881/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1272 - accuracy: 0.6000
Epoch 8882/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1271 - accuracy: 0.6000
Epoch 8883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1271 - accuracy: 0.6000
Epoch 8884/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1271 - accuracy: 0.6000
Epoch 8885/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1270 - accuracy: 0.6000
Epoch 8886/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1270 - accuracy: 0.6000
Epoch 8887/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1269 - accuracy: 0.6000
Epoch 8888/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1269 - accuracy: 0.6000
Epoch 8889/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1269 - accuracy: 0.6000
Epoch 8890/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1268 - accuracy: 0.6000
Epoch 8891/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1268 - accuracy: 0.6000
Epoch 8892/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1267 - accuracy: 0.6000
Epoch 8893/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1267 - accuracy: 0.6000
Epoch 8894/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1267 - accuracy: 0.6000
Epoch 8895/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1266 - accuracy: 0.6000
Epoch 8896/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1266 - accuracy: 0.6000
Epoch 8897/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1265 - accuracy: 0.6000
Epoch 8898/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1265 - accuracy: 0.6000
Epoch 8899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1265 - accuracy: 0.6000
Epoch 8900/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1264 - accuracy: 0.6000 - val_loss: 314.4628 - val_accuracy: 0.1765
Epoch 8901/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1264 - accuracy: 0.6000
Epoch 8902/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1263 - accuracy: 0.6000
Epoch 8903/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1263 - accuracy: 0.6000
Epoch 8904/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1263 - accuracy: 0.6000
Epoch 8905/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1262 - accuracy: 0.6000
Epoch 8906/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1262 - accuracy: 0.6000
Epoch 8907/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1261 - accuracy: 0.6000
Epoch 8908/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1261 - accuracy: 0.6000
Epoch 8909/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1261 - accuracy: 0.6000
Epoch 8910/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.1260 - accuracy: 0.6000
Epoch 8911/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1260 - accuracy: 0.6000
Epoch 8912/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1260 - accuracy: 0.6000
Epoch 8913/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1259 - accuracy: 0.6000
Epoch 8914/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1259 - accuracy: 0.6000
Epoch 8915/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1258 - accuracy: 0.6000
Epoch 8916/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1258 - accuracy: 0.6000
Epoch 8917/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1258 - accuracy: 0.6000
Epoch 8918/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1257 - accuracy: 0.6020
Epoch 8919/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1257 - accuracy: 0.6020
Epoch 8920/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1256 - accuracy: 0.6020
Epoch 8921/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1256 - accuracy: 0.6020
Epoch 8922/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1256 - accuracy: 0.6020
Epoch 8923/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1255 - accuracy: 0.6020
Epoch 8924/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1255 - accuracy: 0.6020
Epoch 8925/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1254 - accuracy: 0.6040
Epoch 8926/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1254 - accuracy: 0.6040
Epoch 8927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1254 - accuracy: 0.6040
Epoch 8928/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1253 - accuracy: 0.6040
Epoch 8929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1253 - accuracy: 0.6040
Epoch 8930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1252 - accuracy: 0.6040
Epoch 8931/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1252 - accuracy: 0.6040
Epoch 8932/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1252 - accuracy: 0.6040
Epoch 8933/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1251 - accuracy: 0.6040
Epoch 8934/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1251 - accuracy: 0.6040
Epoch 8935/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1250 - accuracy: 0.6040
Epoch 8936/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1250 - accuracy: 0.6040
Epoch 8937/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1250 - accuracy: 0.6040
Epoch 8938/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1249 - accuracy: 0.6040
Epoch 8939/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1249 - accuracy: 0.6040
Epoch 8940/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1248 - accuracy: 0.6040
Epoch 8941/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1248 - accuracy: 0.6040
Epoch 8942/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1248 - accuracy: 0.6040
Epoch 8943/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1247 - accuracy: 0.6040
Epoch 8944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1247 - accuracy: 0.6040
Epoch 8945/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1246 - accuracy: 0.6040
Epoch 8946/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1246 - accuracy: 0.6040
Epoch 8947/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1246 - accuracy: 0.6040
Epoch 8948/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1245 - accuracy: 0.6040
Epoch 8949/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1245 - accuracy: 0.6040
Epoch 8950/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1244 - accuracy: 0.6040
Epoch 8951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1244 - accuracy: 0.6040
Epoch 8952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1244 - accuracy: 0.6040
Epoch 8953/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1243 - accuracy: 0.6040
Epoch 8954/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1243 - accuracy: 0.6040
Epoch 8955/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1242 - accuracy: 0.6040
Epoch 8956/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1242 - accuracy: 0.6040
Epoch 8957/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1242 - accuracy: 0.6040
Epoch 8958/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1241 - accuracy: 0.6040
Epoch 8959/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1241 - accuracy: 0.6040
Epoch 8960/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1240 - accuracy: 0.6040
Epoch 8961/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1240 - accuracy: 0.6040
Epoch 8962/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1240 - accuracy: 0.6040
Epoch 8963/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1239 - accuracy: 0.6040
Epoch 8964/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1239 - accuracy: 0.6040
Epoch 8965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1238 - accuracy: 0.6040
Epoch 8966/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1238 - accuracy: 0.6040
Epoch 8967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1238 - accuracy: 0.6040
Epoch 8968/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1237 - accuracy: 0.6040
Epoch 8969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1237 - accuracy: 0.6040
Epoch 8970/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1236 - accuracy: 0.6040
Epoch 8971/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1236 - accuracy: 0.6040
Epoch 8972/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1236 - accuracy: 0.6040
Epoch 8973/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1235 - accuracy: 0.6040
Epoch 8974/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1235 - accuracy: 0.6040
Epoch 8975/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1234 - accuracy: 0.6040
Epoch 8976/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1234 - accuracy: 0.6040
Epoch 8977/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1234 - accuracy: 0.6040
Epoch 8978/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1233 - accuracy: 0.6040
Epoch 8979/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1233 - accuracy: 0.6040
Epoch 8980/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1232 - accuracy: 0.6040
Epoch 8981/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1232 - accuracy: 0.6040
Epoch 8982/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1232 - accuracy: 0.6040
Epoch 8983/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1231 - accuracy: 0.6040
Epoch 8984/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1231 - accuracy: 0.6040
Epoch 8985/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1230 - accuracy: 0.6040
Epoch 8986/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1230 - accuracy: 0.6040
Epoch 8987/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1230 - accuracy: 0.6040
Epoch 8988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1229 - accuracy: 0.6040
Epoch 8989/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1229 - accuracy: 0.6040
Epoch 8990/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1228 - accuracy: 0.6040
Epoch 8991/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1228 - accuracy: 0.6040
Epoch 8992/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1228 - accuracy: 0.6040
Epoch 8993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1227 - accuracy: 0.6040
Epoch 8994/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1227 - accuracy: 0.6040
Epoch 8995/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1226 - accuracy: 0.6040
Epoch 8996/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1226 - accuracy: 0.6040
Epoch 8997/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1226 - accuracy: 0.6040
Epoch 8998/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1225 - accuracy: 0.6040
Epoch 8999/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1225 - accuracy: 0.6040
Epoch 9000/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1224 - accuracy: 0.6040 - val_loss: 317.8388 - val_accuracy: 0.1764
Epoch 9001/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1224 - accuracy: 0.6040
Epoch 9002/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1224 - accuracy: 0.6040
Epoch 9003/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1223 - accuracy: 0.6040
Epoch 9004/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1223 - accuracy: 0.6040
Epoch 9005/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1223 - accuracy: 0.6040
Epoch 9006/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1222 - accuracy: 0.6040
Epoch 9007/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1222 - accuracy: 0.6040
Epoch 9008/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1221 - accuracy: 0.6040
Epoch 9009/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1221 - accuracy: 0.6040
Epoch 9010/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1221 - accuracy: 0.6040
Epoch 9011/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1220 - accuracy: 0.6040
Epoch 9012/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1220 - accuracy: 0.6040
Epoch 9013/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1219 - accuracy: 0.6040
Epoch 9014/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1219 - accuracy: 0.6040
Epoch 9015/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1219 - accuracy: 0.6040
Epoch 9016/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1218 - accuracy: 0.6040
Epoch 9017/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1218 - accuracy: 0.6040
Epoch 9018/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1217 - accuracy: 0.6040
Epoch 9019/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1217 - accuracy: 0.6040
Epoch 9020/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1217 - accuracy: 0.6040
Epoch 9021/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1216 - accuracy: 0.6040
Epoch 9022/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1216 - accuracy: 0.6040
Epoch 9023/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1215 - accuracy: 0.6040
Epoch 9024/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1215 - accuracy: 0.6040
Epoch 9025/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1215 - accuracy: 0.6040
Epoch 9026/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1214 - accuracy: 0.6040
Epoch 9027/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1214 - accuracy: 0.6040
Epoch 9028/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1213 - accuracy: 0.6040
Epoch 9029/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1213 - accuracy: 0.6040
Epoch 9030/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1213 - accuracy: 0.6040
Epoch 9031/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1212 - accuracy: 0.6040
Epoch 9032/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1212 - accuracy: 0.6040
Epoch 9033/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1211 - accuracy: 0.6040
Epoch 9034/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1211 - accuracy: 0.6040
Epoch 9035/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1211 - accuracy: 0.6040
Epoch 9036/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1210 - accuracy: 0.6040
Epoch 9037/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1210 - accuracy: 0.6040
Epoch 9038/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1209 - accuracy: 0.6040
Epoch 9039/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1209 - accuracy: 0.6040
Epoch 9040/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1209 - accuracy: 0.6040
Epoch 9041/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1208 - accuracy: 0.6040
Epoch 9042/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1208 - accuracy: 0.6040
Epoch 9043/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.1208 - accuracy: 0.6040
Epoch 9044/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1207 - accuracy: 0.6040
Epoch 9045/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1207 - accuracy: 0.6040
Epoch 9046/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1206 - accuracy: 0.6040
Epoch 9047/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1206 - accuracy: 0.6040
Epoch 9048/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1206 - accuracy: 0.6040
Epoch 9049/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1205 - accuracy: 0.6040
Epoch 9050/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1205 - accuracy: 0.6040
Epoch 9051/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1204 - accuracy: 0.6040
Epoch 9052/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1204 - accuracy: 0.6040
Epoch 9053/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1204 - accuracy: 0.6040
Epoch 9054/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1203 - accuracy: 0.6040
Epoch 9055/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1203 - accuracy: 0.6040
Epoch 9056/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1202 - accuracy: 0.6040
Epoch 9057/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1202 - accuracy: 0.6040
Epoch 9058/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.1202 - accuracy: 0.6040
Epoch 9059/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1201 - accuracy: 0.6040
Epoch 9060/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1201 - accuracy: 0.6040
Epoch 9061/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1200 - accuracy: 0.6040
Epoch 9062/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1200 - accuracy: 0.6040
Epoch 9063/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1200 - accuracy: 0.6040
Epoch 9064/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1199 - accuracy: 0.6040
Epoch 9065/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1199 - accuracy: 0.6040
Epoch 9066/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1199 - accuracy: 0.6040
Epoch 9067/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1198 - accuracy: 0.6040
Epoch 9068/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1198 - accuracy: 0.6040
Epoch 9069/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1197 - accuracy: 0.6040
Epoch 9070/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1197 - accuracy: 0.6040
Epoch 9071/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1197 - accuracy: 0.6040
Epoch 9072/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1196 - accuracy: 0.6040
Epoch 9073/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1196 - accuracy: 0.6040
Epoch 9074/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1195 - accuracy: 0.6040
Epoch 9075/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1195 - accuracy: 0.6040
Epoch 9076/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1195 - accuracy: 0.6040
Epoch 9077/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1194 - accuracy: 0.6040
Epoch 9078/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1194 - accuracy: 0.6040
Epoch 9079/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1193 - accuracy: 0.6040
Epoch 9080/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1193 - accuracy: 0.6040
Epoch 9081/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1193 - accuracy: 0.6040
Epoch 9082/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1192 - accuracy: 0.6040
Epoch 9083/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1192 - accuracy: 0.6040
Epoch 9084/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1191 - accuracy: 0.6040
Epoch 9085/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1191 - accuracy: 0.6040
Epoch 9086/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1191 - accuracy: 0.6040
Epoch 9087/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1190 - accuracy: 0.6040
Epoch 9088/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1190 - accuracy: 0.6040
Epoch 9089/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1189 - accuracy: 0.6040
Epoch 9090/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1189 - accuracy: 0.6040
Epoch 9091/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1189 - accuracy: 0.6040
Epoch 9092/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1188 - accuracy: 0.6040
Epoch 9093/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1188 - accuracy: 0.6040
Epoch 9094/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1188 - accuracy: 0.6040
Epoch 9095/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1187 - accuracy: 0.6040
Epoch 9096/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1187 - accuracy: 0.6040
Epoch 9097/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1186 - accuracy: 0.6040
Epoch 9098/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1186 - accuracy: 0.6040
Epoch 9099/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1186 - accuracy: 0.6040
Epoch 9100/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1185 - accuracy: 0.6060 - val_loss: 321.1979 - val_accuracy: 0.1767
Epoch 9101/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1185 - accuracy: 0.6060
Epoch 9102/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1184 - accuracy: 0.6060
Epoch 9103/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1184 - accuracy: 0.6060
Epoch 9104/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1184 - accuracy: 0.6060
Epoch 9105/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1183 - accuracy: 0.6060
Epoch 9106/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1183 - accuracy: 0.6060
Epoch 9107/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1182 - accuracy: 0.6060
Epoch 9108/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1182 - accuracy: 0.6060
Epoch 9109/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1182 - accuracy: 0.6060
Epoch 9110/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1181 - accuracy: 0.6060
Epoch 9111/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1181 - accuracy: 0.6060
Epoch 9112/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1180 - accuracy: 0.6060
Epoch 9113/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1180 - accuracy: 0.6060
Epoch 9114/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1180 - accuracy: 0.6060
Epoch 9115/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1179 - accuracy: 0.6060
Epoch 9116/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1179 - accuracy: 0.6060
Epoch 9117/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1179 - accuracy: 0.6060
Epoch 9118/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1178 - accuracy: 0.6060
Epoch 9119/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1178 - accuracy: 0.6060
Epoch 9120/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1177 - accuracy: 0.6060
Epoch 9121/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1177 - accuracy: 0.6060
Epoch 9122/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1177 - accuracy: 0.6060
Epoch 9123/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1176 - accuracy: 0.6060
Epoch 9124/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1176 - accuracy: 0.6060
Epoch 9125/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1175 - accuracy: 0.6060
Epoch 9126/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1175 - accuracy: 0.6060
Epoch 9127/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1175 - accuracy: 0.6060
Epoch 9128/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1174 - accuracy: 0.6060
Epoch 9129/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1174 - accuracy: 0.6060
Epoch 9130/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1173 - accuracy: 0.6060
Epoch 9131/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1173 - accuracy: 0.6060
Epoch 9132/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1173 - accuracy: 0.6060
Epoch 9133/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1172 - accuracy: 0.6060
Epoch 9134/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1172 - accuracy: 0.6060
Epoch 9135/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1172 - accuracy: 0.6060
Epoch 9136/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1171 - accuracy: 0.6060
Epoch 9137/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1171 - accuracy: 0.6060
Epoch 9138/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1170 - accuracy: 0.6060
Epoch 9139/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1170 - accuracy: 0.6060
Epoch 9140/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1170 - accuracy: 0.6060
Epoch 9141/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1169 - accuracy: 0.6060
Epoch 9142/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1169 - accuracy: 0.6060
Epoch 9143/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1168 - accuracy: 0.6060
Epoch 9144/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1168 - accuracy: 0.6060
Epoch 9145/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1168 - accuracy: 0.6060
Epoch 9146/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1167 - accuracy: 0.6060
Epoch 9147/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1167 - accuracy: 0.6060
Epoch 9148/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1166 - accuracy: 0.6060
Epoch 9149/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1166 - accuracy: 0.6060
Epoch 9150/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1166 - accuracy: 0.6060
Epoch 9151/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1165 - accuracy: 0.6060
Epoch 9152/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1165 - accuracy: 0.6060
Epoch 9153/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1165 - accuracy: 0.6060
Epoch 9154/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1164 - accuracy: 0.6060
Epoch 9155/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1164 - accuracy: 0.6060
Epoch 9156/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1163 - accuracy: 0.6060
Epoch 9157/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1163 - accuracy: 0.6060
Epoch 9158/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1163 - accuracy: 0.6060
Epoch 9159/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1162 - accuracy: 0.6060
Epoch 9160/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1162 - accuracy: 0.6060
Epoch 9161/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1161 - accuracy: 0.6060
Epoch 9162/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1161 - accuracy: 0.6060
Epoch 9163/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1161 - accuracy: 0.6060
Epoch 9164/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1160 - accuracy: 0.6060
Epoch 9165/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1160 - accuracy: 0.6060
Epoch 9166/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1159 - accuracy: 0.6060
Epoch 9167/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1159 - accuracy: 0.6060
Epoch 9168/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1159 - accuracy: 0.6060
Epoch 9169/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1158 - accuracy: 0.6060
Epoch 9170/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1158 - accuracy: 0.6060
Epoch 9171/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1158 - accuracy: 0.6060
Epoch 9172/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1157 - accuracy: 0.6060
Epoch 9173/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1157 - accuracy: 0.6060
Epoch 9174/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1156 - accuracy: 0.6060
Epoch 9175/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1156 - accuracy: 0.6060
Epoch 9176/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1156 - accuracy: 0.6060
Epoch 9177/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1155 - accuracy: 0.6060
Epoch 9178/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1155 - accuracy: 0.6060
Epoch 9179/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1154 - accuracy: 0.6060
Epoch 9180/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.1154 - accuracy: 0.6060
Epoch 9181/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1154 - accuracy: 0.6060
Epoch 9182/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1153 - accuracy: 0.6060
Epoch 9183/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1153 - accuracy: 0.6060
Epoch 9184/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1152 - accuracy: 0.6060
Epoch 9185/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1152 - accuracy: 0.6060
Epoch 9186/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1152 - accuracy: 0.6060
Epoch 9187/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1151 - accuracy: 0.6060
Epoch 9188/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1151 - accuracy: 0.6060
Epoch 9189/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1151 - accuracy: 0.6060
Epoch 9190/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1150 - accuracy: 0.6060
Epoch 9191/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1150 - accuracy: 0.6060
Epoch 9192/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1149 - accuracy: 0.6060
Epoch 9193/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1149 - accuracy: 0.6060
Epoch 9194/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1149 - accuracy: 0.6060
Epoch 9195/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1148 - accuracy: 0.6060
Epoch 9196/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1148 - accuracy: 0.6060
Epoch 9197/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1147 - accuracy: 0.6060
Epoch 9198/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1147 - accuracy: 0.6060
Epoch 9199/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1147 - accuracy: 0.6060
Epoch 9200/10000
1/1 [==============================] - 0s 76ms/step - loss: 1.1146 - accuracy: 0.6060 - val_loss: 324.5318 - val_accuracy: 0.1767
Epoch 9201/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1146 - accuracy: 0.6060
Epoch 9202/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1146 - accuracy: 0.6060
Epoch 9203/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1145 - accuracy: 0.6060
Epoch 9204/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1145 - accuracy: 0.6060
Epoch 9205/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1144 - accuracy: 0.6060
Epoch 9206/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1144 - accuracy: 0.6060
Epoch 9207/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1144 - accuracy: 0.6060
Epoch 9208/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1143 - accuracy: 0.6060
Epoch 9209/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1143 - accuracy: 0.6060
Epoch 9210/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1142 - accuracy: 0.6060
Epoch 9211/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1142 - accuracy: 0.6060
Epoch 9212/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1142 - accuracy: 0.6060
Epoch 9213/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1141 - accuracy: 0.6060
Epoch 9214/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1141 - accuracy: 0.6060
Epoch 9215/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1141 - accuracy: 0.6060
Epoch 9216/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1140 - accuracy: 0.6060
Epoch 9217/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1140 - accuracy: 0.6060
Epoch 9218/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1139 - accuracy: 0.6060
Epoch 9219/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1139 - accuracy: 0.6060
Epoch 9220/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1139 - accuracy: 0.6060
Epoch 9221/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1138 - accuracy: 0.6060
Epoch 9222/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1138 - accuracy: 0.6060
Epoch 9223/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1137 - accuracy: 0.6060
Epoch 9224/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1137 - accuracy: 0.6060
Epoch 9225/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1137 - accuracy: 0.6060
Epoch 9226/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1136 - accuracy: 0.6060
Epoch 9227/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1136 - accuracy: 0.6060
Epoch 9228/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1136 - accuracy: 0.6060
Epoch 9229/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1135 - accuracy: 0.6060
Epoch 9230/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1135 - accuracy: 0.6060
Epoch 9231/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1134 - accuracy: 0.6060
Epoch 9232/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1134 - accuracy: 0.6060
Epoch 9233/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1134 - accuracy: 0.6060
Epoch 9234/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1133 - accuracy: 0.6060
Epoch 9235/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1133 - accuracy: 0.6060
Epoch 9236/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1132 - accuracy: 0.6060
Epoch 9237/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1132 - accuracy: 0.6060
Epoch 9238/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1132 - accuracy: 0.6060
Epoch 9239/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1131 - accuracy: 0.6060
Epoch 9240/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1131 - accuracy: 0.6060
Epoch 9241/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1131 - accuracy: 0.6060
Epoch 9242/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1130 - accuracy: 0.6060
Epoch 9243/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1130 - accuracy: 0.6060
Epoch 9244/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1129 - accuracy: 0.6060
Epoch 9245/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1129 - accuracy: 0.6060
Epoch 9246/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1129 - accuracy: 0.6060
Epoch 9247/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1128 - accuracy: 0.6060
Epoch 9248/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1128 - accuracy: 0.6060
Epoch 9249/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1127 - accuracy: 0.6060
Epoch 9250/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1127 - accuracy: 0.6060
Epoch 9251/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1127 - accuracy: 0.6060
Epoch 9252/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1126 - accuracy: 0.6060
Epoch 9253/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1126 - accuracy: 0.6060
Epoch 9254/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1126 - accuracy: 0.6060
Epoch 9255/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1125 - accuracy: 0.6060
Epoch 9256/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1125 - accuracy: 0.6060
Epoch 9257/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1124 - accuracy: 0.6060
Epoch 9258/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1124 - accuracy: 0.6060
Epoch 9259/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1124 - accuracy: 0.6060
Epoch 9260/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1123 - accuracy: 0.6060
Epoch 9261/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1123 - accuracy: 0.6060
Epoch 9262/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1122 - accuracy: 0.6060
Epoch 9263/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1122 - accuracy: 0.6060
Epoch 9264/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1122 - accuracy: 0.6060
Epoch 9265/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1121 - accuracy: 0.6060
Epoch 9266/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1121 - accuracy: 0.6060
Epoch 9267/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1121 - accuracy: 0.6060
Epoch 9268/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1120 - accuracy: 0.6060
Epoch 9269/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1120 - accuracy: 0.6060
Epoch 9270/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1119 - accuracy: 0.6060
Epoch 9271/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1119 - accuracy: 0.6060
Epoch 9272/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1119 - accuracy: 0.6060
Epoch 9273/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1118 - accuracy: 0.6060
Epoch 9274/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1118 - accuracy: 0.6060
Epoch 9275/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1117 - accuracy: 0.6060
Epoch 9276/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1117 - accuracy: 0.6060
Epoch 9277/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1117 - accuracy: 0.6060
Epoch 9278/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1116 - accuracy: 0.6060
Epoch 9279/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1116 - accuracy: 0.6060
Epoch 9280/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1116 - accuracy: 0.6060
Epoch 9281/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1115 - accuracy: 0.6060
Epoch 9282/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1115 - accuracy: 0.6060
Epoch 9283/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1114 - accuracy: 0.6060
Epoch 9284/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1114 - accuracy: 0.6060
Epoch 9285/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1114 - accuracy: 0.6060
Epoch 9286/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1113 - accuracy: 0.6060
Epoch 9287/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1113 - accuracy: 0.6060
Epoch 9288/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1112 - accuracy: 0.6060
Epoch 9289/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1112 - accuracy: 0.6060
Epoch 9290/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1112 - accuracy: 0.6060
Epoch 9291/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1111 - accuracy: 0.6060
Epoch 9292/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1111 - accuracy: 0.6060
Epoch 9293/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1111 - accuracy: 0.6060
Epoch 9294/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1110 - accuracy: 0.6060
Epoch 9295/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1110 - accuracy: 0.6060
Epoch 9296/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1109 - accuracy: 0.6060
Epoch 9297/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1109 - accuracy: 0.6060
Epoch 9298/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1109 - accuracy: 0.6060
Epoch 9299/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1108 - accuracy: 0.6060
Epoch 9300/10000
1/1 [==============================] - 0s 76ms/step - loss: 1.1108 - accuracy: 0.6060 - val_loss: 327.9404 - val_accuracy: 0.1761
Epoch 9301/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1107 - accuracy: 0.6060
Epoch 9302/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1107 - accuracy: 0.6060
Epoch 9303/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1107 - accuracy: 0.6060
Epoch 9304/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1106 - accuracy: 0.6060
Epoch 9305/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1106 - accuracy: 0.6060
Epoch 9306/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1106 - accuracy: 0.6060
Epoch 9307/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1105 - accuracy: 0.6060
Epoch 9308/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1105 - accuracy: 0.6060
Epoch 9309/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1104 - accuracy: 0.6060
Epoch 9310/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1104 - accuracy: 0.6060
Epoch 9311/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1104 - accuracy: 0.6060
Epoch 9312/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1103 - accuracy: 0.6060
Epoch 9313/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1103 - accuracy: 0.6060
Epoch 9314/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1103 - accuracy: 0.6060
Epoch 9315/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1102 - accuracy: 0.6060
Epoch 9316/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1102 - accuracy: 0.6060
Epoch 9317/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1101 - accuracy: 0.6060
Epoch 9318/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1101 - accuracy: 0.6060
Epoch 9319/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1101 - accuracy: 0.6060
Epoch 9320/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1100 - accuracy: 0.6060
Epoch 9321/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1100 - accuracy: 0.6060
Epoch 9322/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1099 - accuracy: 0.6060
Epoch 9323/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1099 - accuracy: 0.6060
Epoch 9324/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1099 - accuracy: 0.6060
Epoch 9325/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1098 - accuracy: 0.6060
Epoch 9326/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1098 - accuracy: 0.6060
Epoch 9327/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1098 - accuracy: 0.6060
Epoch 9328/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1097 - accuracy: 0.6060
Epoch 9329/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1097 - accuracy: 0.6060
Epoch 9330/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1096 - accuracy: 0.6060
Epoch 9331/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1096 - accuracy: 0.6060
Epoch 9332/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1096 - accuracy: 0.6060
Epoch 9333/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1095 - accuracy: 0.6060
Epoch 9334/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1095 - accuracy: 0.6060
Epoch 9335/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1094 - accuracy: 0.6060
Epoch 9336/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1094 - accuracy: 0.6060
Epoch 9337/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1094 - accuracy: 0.6060
Epoch 9338/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1093 - accuracy: 0.6060
Epoch 9339/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1093 - accuracy: 0.6060
Epoch 9340/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1093 - accuracy: 0.6060
Epoch 9341/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1092 - accuracy: 0.6060
Epoch 9342/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1092 - accuracy: 0.6060
Epoch 9343/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1091 - accuracy: 0.6060
Epoch 9344/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1091 - accuracy: 0.6060
Epoch 9345/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1091 - accuracy: 0.6060
Epoch 9346/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1090 - accuracy: 0.6060
Epoch 9347/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1090 - accuracy: 0.6060
Epoch 9348/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1090 - accuracy: 0.6060
Epoch 9349/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1089 - accuracy: 0.6060
Epoch 9350/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1089 - accuracy: 0.6060
Epoch 9351/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1088 - accuracy: 0.6060
Epoch 9352/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1088 - accuracy: 0.6060
Epoch 9353/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1088 - accuracy: 0.6060
Epoch 9354/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1087 - accuracy: 0.6060
Epoch 9355/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1087 - accuracy: 0.6060
Epoch 9356/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1086 - accuracy: 0.6060
Epoch 9357/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1086 - accuracy: 0.6060
Epoch 9358/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1086 - accuracy: 0.6060
Epoch 9359/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1085 - accuracy: 0.6060
Epoch 9360/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.1085 - accuracy: 0.6060
Epoch 9361/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1085 - accuracy: 0.6060
Epoch 9362/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1084 - accuracy: 0.6060
Epoch 9363/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1084 - accuracy: 0.6060
Epoch 9364/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1083 - accuracy: 0.6060
Epoch 9365/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1083 - accuracy: 0.6060
Epoch 9366/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1083 - accuracy: 0.6060
Epoch 9367/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1082 - accuracy: 0.6060
Epoch 9368/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1082 - accuracy: 0.6060
Epoch 9369/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1081 - accuracy: 0.6060
Epoch 9370/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1081 - accuracy: 0.6060
Epoch 9371/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1081 - accuracy: 0.6060
Epoch 9372/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1080 - accuracy: 0.6060
Epoch 9373/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1080 - accuracy: 0.6060
Epoch 9374/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1080 - accuracy: 0.6060
Epoch 9375/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1079 - accuracy: 0.6060
Epoch 9376/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1079 - accuracy: 0.6060
Epoch 9377/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1078 - accuracy: 0.6060
Epoch 9378/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1078 - accuracy: 0.6060
Epoch 9379/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1078 - accuracy: 0.6060
Epoch 9380/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1077 - accuracy: 0.6060
Epoch 9381/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1077 - accuracy: 0.6060
Epoch 9382/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1077 - accuracy: 0.6060
Epoch 9383/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1076 - accuracy: 0.6060
Epoch 9384/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1076 - accuracy: 0.6060
Epoch 9385/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1075 - accuracy: 0.6060
Epoch 9386/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1075 - accuracy: 0.6060
Epoch 9387/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1075 - accuracy: 0.6060
Epoch 9388/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1074 - accuracy: 0.6060
Epoch 9389/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1074 - accuracy: 0.6060
Epoch 9390/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1073 - accuracy: 0.6060
Epoch 9391/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.1073 - accuracy: 0.6060
Epoch 9392/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1073 - accuracy: 0.6060
Epoch 9393/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1072 - accuracy: 0.6060
Epoch 9394/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1072 - accuracy: 0.6060
Epoch 9395/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1072 - accuracy: 0.6060
Epoch 9396/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1071 - accuracy: 0.6060
Epoch 9397/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1071 - accuracy: 0.6060
Epoch 9398/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1070 - accuracy: 0.6060
Epoch 9399/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1070 - accuracy: 0.6060
Epoch 9400/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.1070 - accuracy: 0.6060 - val_loss: 331.3767 - val_accuracy: 0.1759
Epoch 9401/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1069 - accuracy: 0.6060
Epoch 9402/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1069 - accuracy: 0.6060
Epoch 9403/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1068 - accuracy: 0.6060
Epoch 9404/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1068 - accuracy: 0.6060
Epoch 9405/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1068 - accuracy: 0.6060
Epoch 9406/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1067 - accuracy: 0.6060
Epoch 9407/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1067 - accuracy: 0.6060
Epoch 9408/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1067 - accuracy: 0.6060
Epoch 9409/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1066 - accuracy: 0.6060
Epoch 9410/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1066 - accuracy: 0.6060
Epoch 9411/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1065 - accuracy: 0.6060
Epoch 9412/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1065 - accuracy: 0.6060
Epoch 9413/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1065 - accuracy: 0.6060
Epoch 9414/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1064 - accuracy: 0.6060
Epoch 9415/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1064 - accuracy: 0.6060
Epoch 9416/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.1064 - accuracy: 0.6060
Epoch 9417/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1063 - accuracy: 0.6060
Epoch 9418/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1063 - accuracy: 0.6060
Epoch 9419/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1062 - accuracy: 0.6060
Epoch 9420/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1062 - accuracy: 0.6060
Epoch 9421/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1062 - accuracy: 0.6060
Epoch 9422/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1061 - accuracy: 0.6060
Epoch 9423/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1061 - accuracy: 0.6060
Epoch 9424/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1060 - accuracy: 0.6060
Epoch 9425/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1060 - accuracy: 0.6060
Epoch 9426/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1060 - accuracy: 0.6060
Epoch 9427/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1059 - accuracy: 0.6060
Epoch 9428/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1059 - accuracy: 0.6060
Epoch 9429/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1059 - accuracy: 0.6060
Epoch 9430/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1058 - accuracy: 0.6060
Epoch 9431/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1058 - accuracy: 0.6060
Epoch 9432/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1057 - accuracy: 0.6060
Epoch 9433/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1057 - accuracy: 0.6060
Epoch 9434/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1057 - accuracy: 0.6060
Epoch 9435/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1056 - accuracy: 0.6060
Epoch 9436/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1056 - accuracy: 0.6060
Epoch 9437/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1055 - accuracy: 0.6060
Epoch 9438/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1055 - accuracy: 0.6060
Epoch 9439/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1055 - accuracy: 0.6060
Epoch 9440/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1054 - accuracy: 0.6060
Epoch 9441/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1054 - accuracy: 0.6060
Epoch 9442/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1054 - accuracy: 0.6060
Epoch 9443/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1053 - accuracy: 0.6060
Epoch 9444/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1053 - accuracy: 0.6060
Epoch 9445/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1052 - accuracy: 0.6060
Epoch 9446/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1052 - accuracy: 0.6060
Epoch 9447/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1052 - accuracy: 0.6080
Epoch 9448/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1051 - accuracy: 0.6080
Epoch 9449/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1051 - accuracy: 0.6080
Epoch 9450/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1051 - accuracy: 0.6080
Epoch 9451/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1050 - accuracy: 0.6060
Epoch 9452/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1050 - accuracy: 0.6080
Epoch 9453/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1049 - accuracy: 0.6060
Epoch 9454/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1049 - accuracy: 0.6080
Epoch 9455/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1049 - accuracy: 0.6060
Epoch 9456/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1048 - accuracy: 0.6080
Epoch 9457/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1048 - accuracy: 0.6060
Epoch 9458/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1047 - accuracy: 0.6080
Epoch 9459/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1047 - accuracy: 0.6060
Epoch 9460/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1047 - accuracy: 0.6080
Epoch 9461/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1046 - accuracy: 0.6060
Epoch 9462/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1046 - accuracy: 0.6080
Epoch 9463/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1046 - accuracy: 0.6060
Epoch 9464/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1045 - accuracy: 0.6080
Epoch 9465/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1045 - accuracy: 0.6060
Epoch 9466/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1044 - accuracy: 0.6060
Epoch 9467/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1044 - accuracy: 0.6080
Epoch 9468/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1044 - accuracy: 0.6060
Epoch 9469/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1043 - accuracy: 0.6080
Epoch 9470/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1043 - accuracy: 0.6060
Epoch 9471/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1042 - accuracy: 0.6080
Epoch 9472/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1042 - accuracy: 0.6060
Epoch 9473/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1042 - accuracy: 0.6080
Epoch 9474/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1041 - accuracy: 0.6060
Epoch 9475/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1041 - accuracy: 0.6060
Epoch 9476/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1041 - accuracy: 0.6060
Epoch 9477/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1040 - accuracy: 0.6060
Epoch 9478/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1040 - accuracy: 0.6060
Epoch 9479/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1039 - accuracy: 0.6060
Epoch 9480/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1039 - accuracy: 0.6060
Epoch 9481/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1039 - accuracy: 0.6060
Epoch 9482/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1038 - accuracy: 0.6060
Epoch 9483/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1038 - accuracy: 0.6060
Epoch 9484/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1037 - accuracy: 0.6060
Epoch 9485/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1037 - accuracy: 0.6060
Epoch 9486/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1037 - accuracy: 0.6060
Epoch 9487/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1036 - accuracy: 0.6060
Epoch 9488/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.1036 - accuracy: 0.6060
Epoch 9489/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1036 - accuracy: 0.6060
Epoch 9490/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1035 - accuracy: 0.6060
Epoch 9491/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1035 - accuracy: 0.6060
Epoch 9492/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1034 - accuracy: 0.6060
Epoch 9493/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1034 - accuracy: 0.6060
Epoch 9494/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.1034 - accuracy: 0.6060
Epoch 9495/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1033 - accuracy: 0.6060
Epoch 9496/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1033 - accuracy: 0.6060
Epoch 9497/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1032 - accuracy: 0.6060
Epoch 9498/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1032 - accuracy: 0.6060
Epoch 9499/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1032 - accuracy: 0.6060
Epoch 9500/10000
1/1 [==============================] - 0s 75ms/step - loss: 1.1031 - accuracy: 0.6060 - val_loss: 334.7974 - val_accuracy: 0.1751
Epoch 9501/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1031 - accuracy: 0.6060
Epoch 9502/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1031 - accuracy: 0.6060
Epoch 9503/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1030 - accuracy: 0.6060
Epoch 9504/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1030 - accuracy: 0.6060
Epoch 9505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1029 - accuracy: 0.6060
Epoch 9506/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1029 - accuracy: 0.6060
Epoch 9507/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1029 - accuracy: 0.6060
Epoch 9508/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1028 - accuracy: 0.6060
Epoch 9509/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1028 - accuracy: 0.6060
Epoch 9510/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1027 - accuracy: 0.6060
Epoch 9511/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1027 - accuracy: 0.6060
Epoch 9512/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1027 - accuracy: 0.6060
Epoch 9513/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1026 - accuracy: 0.6060
Epoch 9514/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1026 - accuracy: 0.6060
Epoch 9515/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1026 - accuracy: 0.6060
Epoch 9516/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1025 - accuracy: 0.6060
Epoch 9517/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1025 - accuracy: 0.6060
Epoch 9518/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1024 - accuracy: 0.6060
Epoch 9519/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1024 - accuracy: 0.6060
Epoch 9520/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1024 - accuracy: 0.6060
Epoch 9521/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1023 - accuracy: 0.6060
Epoch 9522/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1023 - accuracy: 0.6060
Epoch 9523/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1022 - accuracy: 0.6060
Epoch 9524/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1022 - accuracy: 0.6060
Epoch 9525/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1022 - accuracy: 0.6060
Epoch 9526/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1021 - accuracy: 0.6060
Epoch 9527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1021 - accuracy: 0.6060
Epoch 9528/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1021 - accuracy: 0.6060
Epoch 9529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1020 - accuracy: 0.6060
Epoch 9530/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1020 - accuracy: 0.6060
Epoch 9531/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1019 - accuracy: 0.6060
Epoch 9532/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1019 - accuracy: 0.6060
Epoch 9533/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1019 - accuracy: 0.6060
Epoch 9534/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1018 - accuracy: 0.6060
Epoch 9535/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1018 - accuracy: 0.6060
Epoch 9536/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1017 - accuracy: 0.6060
Epoch 9537/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1017 - accuracy: 0.6060
Epoch 9538/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1017 - accuracy: 0.6060
Epoch 9539/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1016 - accuracy: 0.6060
Epoch 9540/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1016 - accuracy: 0.6060
Epoch 9541/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1016 - accuracy: 0.6060
Epoch 9542/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1015 - accuracy: 0.6060
Epoch 9543/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1015 - accuracy: 0.6060
Epoch 9544/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1014 - accuracy: 0.6060
Epoch 9545/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1014 - accuracy: 0.6060
Epoch 9546/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1014 - accuracy: 0.6060
Epoch 9547/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1013 - accuracy: 0.6060
Epoch 9548/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1013 - accuracy: 0.6060
Epoch 9549/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1012 - accuracy: 0.6060
Epoch 9550/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1012 - accuracy: 0.6060
Epoch 9551/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.1012 - accuracy: 0.6060
Epoch 9552/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1011 - accuracy: 0.6060
Epoch 9553/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1011 - accuracy: 0.6060
Epoch 9554/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1010 - accuracy: 0.6060
Epoch 9555/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1010 - accuracy: 0.6060
Epoch 9556/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1010 - accuracy: 0.6060
Epoch 9557/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1009 - accuracy: 0.6060
Epoch 9558/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1009 - accuracy: 0.6060
Epoch 9559/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1009 - accuracy: 0.6060
Epoch 9560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1008 - accuracy: 0.6060
Epoch 9561/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1008 - accuracy: 0.6060
Epoch 9562/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1007 - accuracy: 0.6060
Epoch 9563/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1007 - accuracy: 0.6060
Epoch 9564/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.1007 - accuracy: 0.6060
Epoch 9565/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1006 - accuracy: 0.6060
Epoch 9566/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1006 - accuracy: 0.6060
Epoch 9567/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1005 - accuracy: 0.6060
Epoch 9568/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1005 - accuracy: 0.6060
Epoch 9569/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1005 - accuracy: 0.6060
Epoch 9570/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1004 - accuracy: 0.6060
Epoch 9571/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1004 - accuracy: 0.6060
Epoch 9572/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.1004 - accuracy: 0.6060
Epoch 9573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1003 - accuracy: 0.6060
Epoch 9574/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1003 - accuracy: 0.6060
Epoch 9575/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1002 - accuracy: 0.6060
Epoch 9576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1002 - accuracy: 0.6060
Epoch 9577/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1002 - accuracy: 0.6060
Epoch 9578/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.1001 - accuracy: 0.6060
Epoch 9579/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1001 - accuracy: 0.6060
Epoch 9580/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1000 - accuracy: 0.6060
Epoch 9581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.1000 - accuracy: 0.6060
Epoch 9582/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.1000 - accuracy: 0.6060
Epoch 9583/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0999 - accuracy: 0.6060
Epoch 9584/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0999 - accuracy: 0.6060
Epoch 9585/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0999 - accuracy: 0.6060
Epoch 9586/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0998 - accuracy: 0.6060
Epoch 9587/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0998 - accuracy: 0.6060
Epoch 9588/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0997 - accuracy: 0.6060
Epoch 9589/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0997 - accuracy: 0.6060
Epoch 9590/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0997 - accuracy: 0.6060
Epoch 9591/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0996 - accuracy: 0.6060
Epoch 9592/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0996 - accuracy: 0.6060
Epoch 9593/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0995 - accuracy: 0.6060
Epoch 9594/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0995 - accuracy: 0.6060
Epoch 9595/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0995 - accuracy: 0.6060
Epoch 9596/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0994 - accuracy: 0.6060
Epoch 9597/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0994 - accuracy: 0.6060
Epoch 9598/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0994 - accuracy: 0.6060
Epoch 9599/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0993 - accuracy: 0.6040
Epoch 9600/10000
1/1 [==============================] - 0s 84ms/step - loss: 1.0993 - accuracy: 0.6040 - val_loss: 338.3067 - val_accuracy: 0.1750
Epoch 9601/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0992 - accuracy: 0.6040
Epoch 9602/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0992 - accuracy: 0.6040
Epoch 9603/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0992 - accuracy: 0.6040
Epoch 9604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0991 - accuracy: 0.6040
Epoch 9605/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0991 - accuracy: 0.6060
Epoch 9606/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0990 - accuracy: 0.6040
Epoch 9607/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0990 - accuracy: 0.6040
Epoch 9608/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0990 - accuracy: 0.6040
Epoch 9609/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0989 - accuracy: 0.6040
Epoch 9610/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0989 - accuracy: 0.6040
Epoch 9611/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0989 - accuracy: 0.6040
Epoch 9612/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0988 - accuracy: 0.6040
Epoch 9613/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0988 - accuracy: 0.6040
Epoch 9614/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0987 - accuracy: 0.6040
Epoch 9615/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0987 - accuracy: 0.6040
Epoch 9616/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0987 - accuracy: 0.6040
Epoch 9617/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0986 - accuracy: 0.6040
Epoch 9618/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0986 - accuracy: 0.6040
Epoch 9619/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0985 - accuracy: 0.6040
Epoch 9620/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0985 - accuracy: 0.6040
Epoch 9621/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0985 - accuracy: 0.6040
Epoch 9622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0984 - accuracy: 0.6040
Epoch 9623/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0984 - accuracy: 0.6040
Epoch 9624/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0984 - accuracy: 0.6040
Epoch 9625/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0983 - accuracy: 0.6040
Epoch 9626/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0983 - accuracy: 0.6040
Epoch 9627/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0982 - accuracy: 0.6040
Epoch 9628/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0982 - accuracy: 0.6040
Epoch 9629/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0982 - accuracy: 0.6040
Epoch 9630/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0981 - accuracy: 0.6040
Epoch 9631/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0981 - accuracy: 0.6040
Epoch 9632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0980 - accuracy: 0.6040
Epoch 9633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0980 - accuracy: 0.6040
Epoch 9634/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0980 - accuracy: 0.6040
Epoch 9635/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0979 - accuracy: 0.6040
Epoch 9636/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0979 - accuracy: 0.6040
Epoch 9637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0979 - accuracy: 0.6040
Epoch 9638/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0978 - accuracy: 0.6040
Epoch 9639/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0978 - accuracy: 0.6040
Epoch 9640/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0977 - accuracy: 0.6040
Epoch 9641/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0977 - accuracy: 0.6040
Epoch 9642/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0977 - accuracy: 0.6040
Epoch 9643/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0976 - accuracy: 0.6040
Epoch 9644/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.0976 - accuracy: 0.6040
Epoch 9645/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0975 - accuracy: 0.6040
Epoch 9646/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0975 - accuracy: 0.6040
Epoch 9647/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0975 - accuracy: 0.6040
Epoch 9648/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0974 - accuracy: 0.6040
Epoch 9649/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0974 - accuracy: 0.6040
Epoch 9650/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0974 - accuracy: 0.6040
Epoch 9651/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0973 - accuracy: 0.6040
Epoch 9652/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0973 - accuracy: 0.6040
Epoch 9653/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0972 - accuracy: 0.6040
Epoch 9654/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0972 - accuracy: 0.6040
Epoch 9655/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0972 - accuracy: 0.6040
Epoch 9656/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0971 - accuracy: 0.6040
Epoch 9657/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0971 - accuracy: 0.6040
Epoch 9658/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0971 - accuracy: 0.6040
Epoch 9659/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0970 - accuracy: 0.6040
Epoch 9660/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.0970 - accuracy: 0.6040
Epoch 9661/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0969 - accuracy: 0.6040
Epoch 9662/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0969 - accuracy: 0.6040
Epoch 9663/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0969 - accuracy: 0.6040
Epoch 9664/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0968 - accuracy: 0.6040
Epoch 9665/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0968 - accuracy: 0.6040
Epoch 9666/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0967 - accuracy: 0.6040
Epoch 9667/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0967 - accuracy: 0.6040
Epoch 9668/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0967 - accuracy: 0.6040
Epoch 9669/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0966 - accuracy: 0.6040
Epoch 9670/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0966 - accuracy: 0.6040
Epoch 9671/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0966 - accuracy: 0.6040
Epoch 9672/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0965 - accuracy: 0.6040
Epoch 9673/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0965 - accuracy: 0.6040
Epoch 9674/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0964 - accuracy: 0.6040
Epoch 9675/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0964 - accuracy: 0.6040
Epoch 9676/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0964 - accuracy: 0.6040
Epoch 9677/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0963 - accuracy: 0.6040
Epoch 9678/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0963 - accuracy: 0.6040
Epoch 9679/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0962 - accuracy: 0.6040
Epoch 9680/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0962 - accuracy: 0.6040
Epoch 9681/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0962 - accuracy: 0.6040
Epoch 9682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0961 - accuracy: 0.6040
Epoch 9683/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0961 - accuracy: 0.6040
Epoch 9684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0961 - accuracy: 0.6040
Epoch 9685/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0960 - accuracy: 0.6040
Epoch 9686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0960 - accuracy: 0.6040
Epoch 9687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0959 - accuracy: 0.6040
Epoch 9688/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0959 - accuracy: 0.6040
Epoch 9689/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0959 - accuracy: 0.6040
Epoch 9690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0958 - accuracy: 0.6040
Epoch 9691/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0958 - accuracy: 0.6040
Epoch 9692/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.0958 - accuracy: 0.6040
Epoch 9693/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0957 - accuracy: 0.6040
Epoch 9694/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0957 - accuracy: 0.6040
Epoch 9695/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0956 - accuracy: 0.6040
Epoch 9696/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0956 - accuracy: 0.6040
Epoch 9697/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0956 - accuracy: 0.6040
Epoch 9698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0955 - accuracy: 0.6040
Epoch 9699/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0955 - accuracy: 0.6040
Epoch 9700/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.0954 - accuracy: 0.6040 - val_loss: 341.8304 - val_accuracy: 0.1744
Epoch 9701/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0954 - accuracy: 0.6040
Epoch 9702/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0954 - accuracy: 0.6040
Epoch 9703/10000
1/1 [==============================] - 0s 23ms/step - loss: 1.0953 - accuracy: 0.6040
Epoch 9704/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0953 - accuracy: 0.6040
Epoch 9705/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0953 - accuracy: 0.6040
Epoch 9706/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0952 - accuracy: 0.6040
Epoch 9707/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0952 - accuracy: 0.6040
Epoch 9708/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0951 - accuracy: 0.6040
Epoch 9709/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0951 - accuracy: 0.6040
Epoch 9710/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0951 - accuracy: 0.6040
Epoch 9711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0950 - accuracy: 0.6040
Epoch 9712/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0950 - accuracy: 0.6040
Epoch 9713/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0950 - accuracy: 0.6040
Epoch 9714/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0949 - accuracy: 0.6040
Epoch 9715/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0949 - accuracy: 0.6040
Epoch 9716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0948 - accuracy: 0.6040
Epoch 9717/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0948 - accuracy: 0.6040
Epoch 9718/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0948 - accuracy: 0.6040
Epoch 9719/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0947 - accuracy: 0.6040
Epoch 9720/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0947 - accuracy: 0.6040
Epoch 9721/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0946 - accuracy: 0.6040
Epoch 9722/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0946 - accuracy: 0.6060
Epoch 9723/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0946 - accuracy: 0.6060
Epoch 9724/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0945 - accuracy: 0.6060
Epoch 9725/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0945 - accuracy: 0.6060
Epoch 9726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0945 - accuracy: 0.6060
Epoch 9727/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0944 - accuracy: 0.6060
Epoch 9728/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0944 - accuracy: 0.6060
Epoch 9729/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0943 - accuracy: 0.6060
Epoch 9730/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0943 - accuracy: 0.6060
Epoch 9731/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0943 - accuracy: 0.6060
Epoch 9732/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0942 - accuracy: 0.6060
Epoch 9733/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0942 - accuracy: 0.6060
Epoch 9734/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0942 - accuracy: 0.6060
Epoch 9735/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0941 - accuracy: 0.6060
Epoch 9736/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0941 - accuracy: 0.6060
Epoch 9737/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0940 - accuracy: 0.6060
Epoch 9738/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0940 - accuracy: 0.6060
Epoch 9739/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0940 - accuracy: 0.6060
Epoch 9740/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0939 - accuracy: 0.6060
Epoch 9741/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0939 - accuracy: 0.6060
Epoch 9742/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0938 - accuracy: 0.6060
Epoch 9743/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0938 - accuracy: 0.6060
Epoch 9744/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0938 - accuracy: 0.6060
Epoch 9745/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0937 - accuracy: 0.6060
Epoch 9746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0937 - accuracy: 0.6060
Epoch 9747/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0937 - accuracy: 0.6060
Epoch 9748/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0936 - accuracy: 0.6060
Epoch 9749/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0936 - accuracy: 0.6060
Epoch 9750/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0935 - accuracy: 0.6060
Epoch 9751/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0935 - accuracy: 0.6060
Epoch 9752/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.0935 - accuracy: 0.6060
Epoch 9753/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0934 - accuracy: 0.6040
Epoch 9754/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0934 - accuracy: 0.6040
Epoch 9755/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0934 - accuracy: 0.6040
Epoch 9756/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0933 - accuracy: 0.6040
Epoch 9757/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0933 - accuracy: 0.6040
Epoch 9758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0932 - accuracy: 0.6040
Epoch 9759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0932 - accuracy: 0.6040
Epoch 9760/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0932 - accuracy: 0.6040
Epoch 9761/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0931 - accuracy: 0.6040
Epoch 9762/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0931 - accuracy: 0.6040
Epoch 9763/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0930 - accuracy: 0.6040
Epoch 9764/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0930 - accuracy: 0.6040
Epoch 9765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0930 - accuracy: 0.6040
Epoch 9766/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0929 - accuracy: 0.6040
Epoch 9767/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0929 - accuracy: 0.6040
Epoch 9768/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0929 - accuracy: 0.6040
Epoch 9769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0928 - accuracy: 0.6040
Epoch 9770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0928 - accuracy: 0.6040
Epoch 9771/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0927 - accuracy: 0.6040
Epoch 9772/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0927 - accuracy: 0.6040
Epoch 9773/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0927 - accuracy: 0.6040
Epoch 9774/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0926 - accuracy: 0.6040
Epoch 9775/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0926 - accuracy: 0.6040
Epoch 9776/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0926 - accuracy: 0.6040
Epoch 9777/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0925 - accuracy: 0.6040
Epoch 9778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0925 - accuracy: 0.6040
Epoch 9779/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0924 - accuracy: 0.6040
Epoch 9780/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0924 - accuracy: 0.6040
Epoch 9781/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0924 - accuracy: 0.6040
Epoch 9782/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0923 - accuracy: 0.6040
Epoch 9783/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0923 - accuracy: 0.6040
Epoch 9784/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0923 - accuracy: 0.6040
Epoch 9785/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0922 - accuracy: 0.6040
Epoch 9786/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0922 - accuracy: 0.6040
Epoch 9787/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0921 - accuracy: 0.6040
Epoch 9788/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0921 - accuracy: 0.6040
Epoch 9789/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0921 - accuracy: 0.6040
Epoch 9790/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0920 - accuracy: 0.6040
Epoch 9791/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0920 - accuracy: 0.6040
Epoch 9792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0919 - accuracy: 0.6040
Epoch 9793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0919 - accuracy: 0.6040
Epoch 9794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0919 - accuracy: 0.6040
Epoch 9795/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0918 - accuracy: 0.6040
Epoch 9796/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0918 - accuracy: 0.6040
Epoch 9797/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0918 - accuracy: 0.6040
Epoch 9798/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0917 - accuracy: 0.6040
Epoch 9799/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0917 - accuracy: 0.6040
Epoch 9800/10000
1/1 [==============================] - 0s 82ms/step - loss: 1.0916 - accuracy: 0.6040 - val_loss: 345.3043 - val_accuracy: 0.1739
Epoch 9801/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0916 - accuracy: 0.6040
Epoch 9802/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0916 - accuracy: 0.6040
Epoch 9803/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0915 - accuracy: 0.6040
Epoch 9804/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0915 - accuracy: 0.6040
Epoch 9805/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0915 - accuracy: 0.6040
Epoch 9806/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0914 - accuracy: 0.6040
Epoch 9807/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0914 - accuracy: 0.6040
Epoch 9808/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0913 - accuracy: 0.6040
Epoch 9809/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0913 - accuracy: 0.6040
Epoch 9810/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0913 - accuracy: 0.6040
Epoch 9811/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0912 - accuracy: 0.6040
Epoch 9812/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0912 - accuracy: 0.6040
Epoch 9813/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.0912 - accuracy: 0.6040
Epoch 9814/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0911 - accuracy: 0.6040
Epoch 9815/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0911 - accuracy: 0.6040
Epoch 9816/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0910 - accuracy: 0.6040
Epoch 9817/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0910 - accuracy: 0.6040
Epoch 9818/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0910 - accuracy: 0.6040
Epoch 9819/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0909 - accuracy: 0.6040
Epoch 9820/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0909 - accuracy: 0.6040
Epoch 9821/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0909 - accuracy: 0.6040
Epoch 9822/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0908 - accuracy: 0.6040
Epoch 9823/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0908 - accuracy: 0.6040
Epoch 9824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0907 - accuracy: 0.6040
Epoch 9825/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0907 - accuracy: 0.6040
Epoch 9826/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0907 - accuracy: 0.6040
Epoch 9827/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0906 - accuracy: 0.6040
Epoch 9828/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0906 - accuracy: 0.6040
Epoch 9829/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0906 - accuracy: 0.6040
Epoch 9830/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0905 - accuracy: 0.6040
Epoch 9831/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0905 - accuracy: 0.6040
Epoch 9832/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0904 - accuracy: 0.6040
Epoch 9833/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0904 - accuracy: 0.6040
Epoch 9834/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0904 - accuracy: 0.6040
Epoch 9835/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0903 - accuracy: 0.6040
Epoch 9836/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0903 - accuracy: 0.6040
Epoch 9837/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0903 - accuracy: 0.6040
Epoch 9838/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0902 - accuracy: 0.6040
Epoch 9839/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0902 - accuracy: 0.6040
Epoch 9840/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0901 - accuracy: 0.6040
Epoch 9841/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0901 - accuracy: 0.6040
Epoch 9842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0901 - accuracy: 0.6040
Epoch 9843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0900 - accuracy: 0.6040
Epoch 9844/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0900 - accuracy: 0.6040
Epoch 9845/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0900 - accuracy: 0.6040
Epoch 9846/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0899 - accuracy: 0.6040
Epoch 9847/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0899 - accuracy: 0.6040
Epoch 9848/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0898 - accuracy: 0.6060
Epoch 9849/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0898 - accuracy: 0.6040
Epoch 9850/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0898 - accuracy: 0.6060
Epoch 9851/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0897 - accuracy: 0.6060
Epoch 9852/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0897 - accuracy: 0.6060
Epoch 9853/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0897 - accuracy: 0.6060
Epoch 9854/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0896 - accuracy: 0.6060
Epoch 9855/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0896 - accuracy: 0.6060
Epoch 9856/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0895 - accuracy: 0.6060
Epoch 9857/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0895 - accuracy: 0.6060
Epoch 9858/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0895 - accuracy: 0.6060
Epoch 9859/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0894 - accuracy: 0.6060
Epoch 9860/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0894 - accuracy: 0.6060
Epoch 9861/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0894 - accuracy: 0.6060
Epoch 9862/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0893 - accuracy: 0.6060
Epoch 9863/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.0893 - accuracy: 0.6060
Epoch 9864/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0892 - accuracy: 0.6060
Epoch 9865/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0892 - accuracy: 0.6060
Epoch 9866/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0892 - accuracy: 0.6060
Epoch 9867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0891 - accuracy: 0.6060
Epoch 9868/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0891 - accuracy: 0.6060
Epoch 9869/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0891 - accuracy: 0.6060
Epoch 9870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0890 - accuracy: 0.6060
Epoch 9871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0890 - accuracy: 0.6060
Epoch 9872/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0889 - accuracy: 0.6060
Epoch 9873/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0889 - accuracy: 0.6060
Epoch 9874/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0889 - accuracy: 0.6060
Epoch 9875/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0888 - accuracy: 0.6060
Epoch 9876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0888 - accuracy: 0.6060
Epoch 9877/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0888 - accuracy: 0.6060
Epoch 9878/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.0887 - accuracy: 0.6060
Epoch 9879/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0887 - accuracy: 0.6060
Epoch 9880/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0887 - accuracy: 0.6060
Epoch 9881/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0886 - accuracy: 0.6060
Epoch 9882/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0886 - accuracy: 0.6060
Epoch 9883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0885 - accuracy: 0.6060
Epoch 9884/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0885 - accuracy: 0.6060
Epoch 9885/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0885 - accuracy: 0.6060
Epoch 9886/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0884 - accuracy: 0.6060
Epoch 9887/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0884 - accuracy: 0.6060
Epoch 9888/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0884 - accuracy: 0.6060
Epoch 9889/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0883 - accuracy: 0.6060
Epoch 9890/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0883 - accuracy: 0.6060
Epoch 9891/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0882 - accuracy: 0.6060
Epoch 9892/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0882 - accuracy: 0.6060
Epoch 9893/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.0882 - accuracy: 0.6060
Epoch 9894/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0881 - accuracy: 0.6060
Epoch 9895/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0881 - accuracy: 0.6060
Epoch 9896/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0881 - accuracy: 0.6060
Epoch 9897/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0880 - accuracy: 0.6060
Epoch 9898/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0880 - accuracy: 0.6060
Epoch 9899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0880 - accuracy: 0.6060
Epoch 9900/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.0879 - accuracy: 0.6060 - val_loss: 348.7619 - val_accuracy: 0.1736
Epoch 9901/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0879 - accuracy: 0.6060
Epoch 9902/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0878 - accuracy: 0.6060
Epoch 9903/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0878 - accuracy: 0.6060
Epoch 9904/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.0878 - accuracy: 0.6060
Epoch 9905/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0877 - accuracy: 0.6060
Epoch 9906/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0877 - accuracy: 0.6060
Epoch 9907/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0877 - accuracy: 0.6060
Epoch 9908/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0876 - accuracy: 0.6060
Epoch 9909/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0876 - accuracy: 0.6060
Epoch 9910/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0875 - accuracy: 0.6060
Epoch 9911/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0875 - accuracy: 0.6060
Epoch 9912/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0875 - accuracy: 0.6060
Epoch 9913/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0874 - accuracy: 0.6060
Epoch 9914/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0874 - accuracy: 0.6060
Epoch 9915/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0874 - accuracy: 0.6060
Epoch 9916/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0873 - accuracy: 0.6060
Epoch 9917/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0873 - accuracy: 0.6060
Epoch 9918/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0873 - accuracy: 0.6060
Epoch 9919/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0872 - accuracy: 0.6060
Epoch 9920/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0872 - accuracy: 0.6060
Epoch 9921/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0871 - accuracy: 0.6060
Epoch 9922/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0871 - accuracy: 0.6080
Epoch 9923/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0871 - accuracy: 0.6080
Epoch 9924/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0870 - accuracy: 0.6060
Epoch 9925/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0870 - accuracy: 0.6080
Epoch 9926/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0870 - accuracy: 0.6100
Epoch 9927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0869 - accuracy: 0.6100
Epoch 9928/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0869 - accuracy: 0.6100
Epoch 9929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0868 - accuracy: 0.6100
Epoch 9930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0868 - accuracy: 0.6100
Epoch 9931/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0868 - accuracy: 0.6100
Epoch 9932/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0867 - accuracy: 0.6100
Epoch 9933/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0867 - accuracy: 0.6100
Epoch 9934/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0867 - accuracy: 0.6100
Epoch 9935/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0866 - accuracy: 0.6100
Epoch 9936/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0866 - accuracy: 0.6100
Epoch 9937/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0866 - accuracy: 0.6100
Epoch 9938/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0865 - accuracy: 0.6100
Epoch 9939/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.0865 - accuracy: 0.6100
Epoch 9940/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0864 - accuracy: 0.6100
Epoch 9941/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0864 - accuracy: 0.6100
Epoch 9942/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0864 - accuracy: 0.6100
Epoch 9943/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0863 - accuracy: 0.6100
Epoch 9944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0863 - accuracy: 0.6100
Epoch 9945/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0863 - accuracy: 0.6100
Epoch 9946/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0862 - accuracy: 0.6100
Epoch 9947/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0862 - accuracy: 0.6100
Epoch 9948/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0861 - accuracy: 0.6100
Epoch 9949/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0861 - accuracy: 0.6100
Epoch 9950/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0861 - accuracy: 0.6100
Epoch 9951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0860 - accuracy: 0.6100
Epoch 9952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0860 - accuracy: 0.6100
Epoch 9953/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0860 - accuracy: 0.6100
Epoch 9954/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0859 - accuracy: 0.6100
Epoch 9955/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.0859 - accuracy: 0.6100
Epoch 9956/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0859 - accuracy: 0.6100
Epoch 9957/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0858 - accuracy: 0.6100
Epoch 9958/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0858 - accuracy: 0.6100
Epoch 9959/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0857 - accuracy: 0.6100
Epoch 9960/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0857 - accuracy: 0.6100
Epoch 9961/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0857 - accuracy: 0.6100
Epoch 9962/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0856 - accuracy: 0.6100
Epoch 9963/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0856 - accuracy: 0.6100
Epoch 9964/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0856 - accuracy: 0.6100
Epoch 9965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0855 - accuracy: 0.6100
Epoch 9966/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0855 - accuracy: 0.6100
Epoch 9967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0854 - accuracy: 0.6100
Epoch 9968/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0854 - accuracy: 0.6100
Epoch 9969/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0854 - accuracy: 0.6100
Epoch 9970/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.0853 - accuracy: 0.6100
Epoch 9971/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0853 - accuracy: 0.6100
Epoch 9972/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0853 - accuracy: 0.6100
Epoch 9973/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0852 - accuracy: 0.6100
Epoch 9974/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0852 - accuracy: 0.6100
Epoch 9975/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0852 - accuracy: 0.6100
Epoch 9976/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0851 - accuracy: 0.6100
Epoch 9977/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0851 - accuracy: 0.6100
Epoch 9978/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0850 - accuracy: 0.6100
Epoch 9979/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0850 - accuracy: 0.6100
Epoch 9980/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0850 - accuracy: 0.6100
Epoch 9981/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0849 - accuracy: 0.6100
Epoch 9982/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0849 - accuracy: 0.6100
Epoch 9983/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0849 - accuracy: 0.6100
Epoch 9984/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0848 - accuracy: 0.6100
Epoch 9985/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.0848 - accuracy: 0.6100
Epoch 9986/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.0847 - accuracy: 0.6100
Epoch 9987/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0847 - accuracy: 0.6100
Epoch 9988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0847 - accuracy: 0.6100
Epoch 9989/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0846 - accuracy: 0.6100
Epoch 9990/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0846 - accuracy: 0.6100
Epoch 9991/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0846 - accuracy: 0.6100
Epoch 9992/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0845 - accuracy: 0.6100
Epoch 9993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0845 - accuracy: 0.6100
Epoch 9994/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0845 - accuracy: 0.6100
Epoch 9995/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0844 - accuracy: 0.6100
Epoch 9996/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.0844 - accuracy: 0.6100
Epoch 9997/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0843 - accuracy: 0.6100
Epoch 9998/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0843 - accuracy: 0.6100
Epoch 9999/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.0843 - accuracy: 0.6100
Epoch 10000/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0842 - accuracy: 0.6100 - val_loss: 352.1469 - val_accuracy: 0.1735
In [49]:
plt.figure(figsize=(8,4),dpi=120)
plt.title('Baseline Vs Transfer learning test accuracy at every 100th epoch')
plt.plot([100*val for val in history_4.history['val_accuracy']],label='Baseline')
plt.plot([100 * val for val in history_5.history['val_accuracy']],label='Transfer learning')
plt.xlabel('Every 100th Epoch')
plt.ylabel('Test Accuracy %')
plt.legend()
plt.show()

Conclusions:¶

  • It can be seen that transfering the pretrianed model's weights saw a substantial improvemnte in the accuracy and perfromance of the model.
  • The plot is for the first 100 epochs.
  • The performance is slightly flucurating but more or less stable which indicates that it is not overfitting.
In [ ]:
model_5.save('model_5.keras')
In [51]:
import pickle

with open('history_5.pkl', 'wb') as file:
    pickle.dump(history_5.history, file)

# Save the model weights to a file
model_4.save_weights('model_5_weights.h5')
In [ ]: